0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.1
8.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.0.1
#============================================================== # 0. PENGATURAN #==============================================================
EXCEL_FILE <- "D:/STATISTIKA/SEM 5/Analisis Data Spasial/Tugas Project GWR/Data Spasial_TBC/Data TBC Kabupaten Kota di Indonesia/Data TBC.xlsx"
SHP_FILE <- "D:/STATISTIKA/SEM 5/Analisis Data Spasial/Tugas Project GWR/BATAS/Batas_Kabupaten_Kota.gpkg"
SHP_NAME_FIELD <- "WADMKK"
Y_TRANSFORM <- "raw"
STANDARDIZE <- TRUE
RUN_KERNEL_COMPARISON <- TRUE # FALSE = langsung pakai KERNEL_DEFAULT (lebih cepat)
KERNEL_CANDIDATES <- c("bisquare", "gaussian", "exponential", "tricube")
KERNEL_DEFAULT <- "bisquare"
ADAPTIVE <- FALSE # FALSE = fixed bandwidth; TRUE = adaptive bandwidth
LONG_LAT <- TRUE
# Catatan: pada fixed bandwidth, bandwidth adalah radius/jarak, bukan jumlah tetangga.
# Satuan dan interpretasinya mengikuti implementasi GWmodel dengan longlat = TRUE.
K_MORAN <- 8 # KNN untuk matriks bobot Moran's I
MGWR_CRITERION <- "dCVR"
MGWR_APPROACH <- "AIC"
MGWR_MAX_ITER <- 2000
MGWR_THRESHOLD <- 1e-5
MGWR_REOPT <- 5
MGWR_NLOWER <- 10
RUN_MONTE_CARLO <- TRUE
MC_SIM <- 99
T_CRIT <- 1.96 # ambang |t| utama (alpha 5%)
set.seed(123)#============================================================== # 1. PAKET #==============================================================
pkgs <- c("readxl", "dplyr", "sf", "sp", "spdep", "car", "lmtest",
"GWmodel", "ggplot2")
new_pkgs <- pkgs[!sapply(pkgs, requireNamespace, quietly = TRUE)]
if(length(new_pkgs) > 0) install.packages(new_pkgs, dependencies = TRUE)
library(readxl); library(dplyr); library(sf); library(sp); library(spdep)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union## Linking to GEOS 3.14.1, GDAL 3.12.1, PROJ 9.7.1; sf_use_s2() is TRUE## Loading required package: spData## To access larger datasets in this package, install the spDataLarge
## package with: `install.packages('spDataLarge',
## repos='https://nowosad.github.io/drat/', type='source')`## Loading required package: carData##
## Attaching package: 'car'## The following object is masked from 'package:dplyr':
##
## recode## Loading required package: zoo##
## Attaching package: 'zoo'## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric## Loading required package: robustbase## Loading required package: Rcpp## Welcome to GWmodel version 2.4-2.## Spherical geometry (s2) switched offOUT <- "hasil_MGWR_TBC"
MAP <- file.path(OUT, "peta")
dir.create(OUT, showWarnings = FALSE, recursive = TRUE)
dir.create(MAP, showWarnings = FALSE, recursive = TRUE)#============================================================== # 2. FUNGSI BANTU #==============================================================
clean_text <- function(x){
x <- toupper(trimws(as.character(x)))
x <- gsub("[’']", "", x)
x <- gsub("\\.", " ", x)
x <- gsub("&", " DAN ", x, fixed = TRUE)
x <- gsub("[^A-Z0-9 ]", " ", x)
x <- gsub("\\s+", " ", x)
trimws(x)
}
remove_prefix <- function(x){
x <- clean_text(x)
x <- gsub("^KABUPATEN\\s+", "", x)
x <- gsub("^KAB\\s+", "", x)
x <- gsub("^KOTA ADMINISTRATIF\\s+", "", x)
x <- gsub("^KOTA\\s+", "", x)
x <- gsub("^REGENCY\\s+", "", x)
x <- gsub("^CITY\\s+", "", x)
trimws(x)
}
get_type <- function(x){
z <- clean_text(x)
ifelse(grepl("KABUPATEN|KAB |REGENCY", z), "KABUPATEN",
ifelse(grepl("KOTA|CITY", z), "KOTA", NA_character_))
}
make_key <- function(type, name) paste0(type, "|", remove_prefix(name))
save_txt <- function(x, file){
capture.output(print(x), file = file.path(OUT, file))
}
get_stat <- function(obj, candidates){
if(is.null(obj)) return(NA_real_)
for(nm in candidates){
if(nm %in% names(obj)){
v <- suppressWarnings(as.numeric(obj[[nm]][1]))
if(length(v) == 1 && is.finite(v)) return(v)
}
}
NA_real_
}
find_col <- function(df, candidates){
nm <- names(df)
for(cand in candidates){
hit <- nm[tolower(nm) == tolower(cand)]
if(length(hit) > 0) return(hit[1])
}
NA_character_
}
# AICc OLS: AIC + koreksi sampel kecil.
# k menghitung parameter regresi dan parameter varians residual.
aicc_ols <- function(m){
nn <- stats::nobs(m)
kk <- length(stats::coef(m)) + 1L
if(nn <= kk + 1L) return(NA_real_)
stats::AIC(m) + (2 * kk * (kk + 1)) / (nn - kk - 1)
}
save_map <- function(sf_obj, col, title, file, diverging = FALSE, legend = "Nilai"){
# Geometri batas kabupaten/kota sangat detail; sederhanakan khusus untuk peta
# agar ggplot tidak membutuhkan ratusan MB RAM saat merender path polygon.
map_obj <- sf_obj
if (inherits(map_obj, "sf")) {
geom_col <- attr(map_obj, "sf_column")
crs_original <- sf::st_crs(map_obj)
map_obj <- sf::st_transform(map_obj, 3857)
sf::st_geometry(map_obj) <- sf::st_simplify(
sf::st_geometry(map_obj), dTolerance = 1500, preserveTopology = TRUE
)
map_obj <- sf::st_transform(map_obj, crs_original)
}
p <- ggplot(map_obj) +
geom_sf(aes(fill = .data[[col]]), color = NA, linewidth = 0) +
theme_void() + labs(title = title, fill = legend)
p <- if(diverging){
p + scale_fill_gradient2(low = "blue", mid = "white", high = "red",
midpoint = 0, na.value = "grey85")
}else{
p + scale_fill_viridis_c(option = "C", na.value = "grey85")
}
# PNG lebih ringan; ukuran keluaran tetap memadai untuk laporan.
ggsave(file.path(MAP, file), p, width = 10, height = 5.5, dpi = 180,
limitsize = FALSE, bg = "white")
invisible(p)
}#============================================================== # 3. BACA DATA EXCEL #==============================================================
if(!file.exists(EXCEL_FILE)) stop("File Excel tidak ditemukan di working directory.")
raw <- read_excel(EXCEL_FILE, sheet = 1)
cat("Jumlah baris Excel:", nrow(raw), "\n"); print(names(raw))## Jumlah baris Excel: 514## [1] "Kabupaten/Kota"
## [2] "TB_Rate_per100.000_Penduduk"
## [3] "Persentase_Penduduk_Miskin"
## [4] "Persentase_Rumah_Tangga_dengan_Sanitasi_Layak"
## [5] "Persentase_Penduduk15_yangMerokok"
## [6] "Persentase_Rumah_Tangga_Memiliki_Akses_Hunian_Layak"required_cols <- c(
"Kabupaten/Kota",
"TB_Rate_per100.000_Penduduk",
"Persentase_Penduduk_Miskin",
"Persentase_Rumah_Tangga_dengan_Sanitasi_Layak",
"Persentase_Penduduk15_yangMerokok",
"Persentase_Rumah_Tangga_Memiliki_Akses_Hunian_Layak"
)
if(!all(required_cols %in% names(raw))){
stop("Nama kolom Excel berbeda. Kolom yang hilang: ",
paste(setdiff(required_cols, names(raw)), collapse = ", "))
}
data <- raw %>%
transmute(
id = row_number(),
wilayah = as.character(`Kabupaten/Kota`),
Y_TB = as.numeric(`TB_Rate_per100.000_Penduduk`),
X1_miskin = as.numeric(`Persentase_Penduduk_Miskin`),
X2_sanitasi = as.numeric(`Persentase_Rumah_Tangga_dengan_Sanitasi_Layak`),
X3_merokok = as.numeric(`Persentase_Penduduk15_yangMerokok`),
X4_hunian = as.numeric(`Persentase_Rumah_Tangga_Memiliki_Akses_Hunian_Layak`)
) %>%
as.data.frame()
data$jenis <- get_type(data$wilayah)
data$nama_dasar <- remove_prefix(data$wilayah)
data$key <- make_key(data$jenis, data$nama_dasar)
xvars <- c("X1_miskin", "X2_sanitasi", "X3_merokok", "X4_hunian")
vars <- c("Y_TB", xvars)
# Audit data
miss <- data.frame(variable = vars, n_missing = sapply(data[vars], function(x) sum(is.na(x))))
write.csv(miss, file.path(OUT, "01_missing.csv"), row.names = FALSE)
if(any(miss$n_missing > 0)) stop("Ada missing value. Lihat 01_missing.csv")
if(Y_TRANSFORM == "log" && any(data$Y_TB <= 0)) stop("TB rate harus > 0 untuk transformasi log.")
if(anyDuplicated(data$key) > 0) stop("Ada wilayah duplikat di Excel setelah normalisasi nama.")
if(nrow(data) != 514) warning("Jumlah baris bukan 514: ", nrow(data))
if(any(sapply(data[xvars], sd) == 0)) stop("Ada prediktor dengan variasi nol.")
write.csv(data, file.path(OUT, "02_data_clean.csv"), row.names = FALSE)#============================================================== # 4. BACA GEOPACKAGE DAN COCOKKAN DATA WILAYAH #==============================================================
# Pastikan file GeoPackage tersedia
if (!file.exists(SHP_FILE)) {
stop("File GeoPackage tidak ditemukan: ", SHP_FILE)
}
# Baca layer kabupaten/kota
print(sf::st_layers(SHP_FILE))## Driver: GPKG
## Available layers:
## layer_name geometry_type features fields crs_name
## 1 kabupaten_kota 514 3 WGS 84admin <- sf::st_read(
SHP_FILE,
layer = "kabupaten_kota",
quiet = TRUE
)
# Periksa kolom nama wilayah
print(names(admin))## [1] "KDPKAB" "WADMKK" "WADMPR" "geom"# Gunakan kolom WADMKK sebagai nama wilayah
if (!SHP_NAME_FIELD %in% names(admin)) {
stop("Kolom ", SHP_NAME_FIELD, " tidak ditemukan dalam GeoPackage.")
}
admin$name_shape <- as.character(admin[[SHP_NAME_FIELD]])
# Tentukan jenis wilayah dari nama pada peta
admin$type_shape <- ifelse(
grepl("^KOTA\\s+", clean_text(admin$name_shape)),
"KOTA",
"KABUPATEN"
)
admin$name_only <- remove_prefix(admin$name_shape)
# Alias nama untuk menyamakan ejaan Excel dan peta
alias_nama <- c(
"TOBA SAMOSIR" = "TOBA",
"LABUHAN BATU" = "LABUHANBATU",
"LABUHAN BATU SELATAN" = "LABUHANBATU SELATAN",
"LABUHAN BATU UTARA" = "LABUHANBATU UTARA",
"TANJUNG BALAI" = "TANJUNGBALAI",
"PEMATANG SIANTAR" = "PEMATANGSIANTAR",
"SAWAH LUNTO" = "SAWAHLUNTO",
"BATANG HARI" = "BATANGHARI",
"BANYU ASIN" = "BANYUASIN",
"PENUKAL ABAB" = "PENUKAL ABAB LEMATANG ILIR",
"LUBUKLINGGAU" = "LUBUK LINGGAU",
"TULANGBAWANG" = "TULANG BAWANG",
"KEPULAUAN SERIBU" = "ADMINISTRASI KEPULAUAN SERIBU",
"JAKARTA SELATAN" = "ADMINISTRASI JAKARTA SELATAN",
"JAKARTA TIMUR" = "ADMINISTRASI JAKARTA TIMUR",
"JAKARTA PUSAT" = "ADMINISTRASI JAKARTA PUSAT",
"JAKARTA BARAT" = "ADMINISTRASI JAKARTA BARAT",
"JAKARTA UTARA" = "ADMINISTRASI JAKARTA UTARA",
"GUNUNG KIDUL" = "GUNUNGKIDUL",
"PALANGKA RAYA" = "PALANGKARAYA",
"BANJAR BARU" = "BANJARBARU",
"MAHAKAM HULU" = "MAHAKAM ULU",
"BAUBAU" = "BAU BAU",
"MALUKU TENGGARA BARAT" = "KEPULAUAN TANIMBAR",
"FAKFAK" = "FAK FAK"
)
# Normalisasi nama dari Excel
data$name_match <- data$nama_dasar
hit_alias <- data$name_match %in% names(alias_nama)
data$name_match[hit_alias] <-
unname(alias_nama[data$name_match[hit_alias]])
# Normalisasi nama pada peta
admin$name_match <- admin$name_only
# Buat kunci gabungan jenis dan nama
data$key_match <- paste(data$jenis, data$name_match, sep = "|")
admin$key_match <- paste(admin$type_shape, admin$name_match, sep = "|")
# Periksa jumlah wilayah
cat("Jumlah baris Excel:", nrow(data), "\n")## Jumlah baris Excel: 514## Jumlah fitur GeoPackage: 514if (nrow(admin) != 514) {
stop("Jumlah fitur GeoPackage bukan 514. Periksa layer yang dibaca.")
}
# Audit geometri: simpan laporan dan hentikan proses bila geometri kosong/tidak valid.
geom_audit <- data.frame(
n_fitur = nrow(admin),
n_geometri_kosong = sum(sf::st_is_empty(admin)),
n_geometri_tidak_valid = sum(!sf::st_is_valid(admin), na.rm = TRUE)
)
write.csv(geom_audit, file.path(OUT, "03_geometry_audit.csv"), row.names = FALSE)
if (geom_audit$n_geometri_kosong > 0 || geom_audit$n_geometri_tidak_valid > 0) {
stop("Ada geometri kosong/tidak valid. Periksa 03_geometry_audit.csv sebelum analisis.")
}
# Periksa apakah kunci peta duplikat
if (anyDuplicated(admin$key_match) > 0) {
print(admin[duplicated(admin$key_match),
c("WADMKK", "WADMPR", "KDPKAB", "key_match")])
stop("Kunci jenis dan nama wilayah pada peta duplikat.")
}
# Cocokkan urutan wilayah Excel dengan peta
idx <- match(data$key_match, admin$key_match)
cat("Wilayah tidak cocok:", sum(is.na(idx)), "\n")## Wilayah tidak cocok: 0if (any(is.na(idx))) {
print(data[is.na(idx),
c("id", "wilayah", "jenis", "name_match")])
stop("Matching belum lengkap. Periksa nama wilayah yang tidak cocok.")
}
if (anyDuplicated(idx) > 0) {
stop("Ada geometri yang digunakan lebih dari sekali.")
}
# Gabungkan data dan geometri
analysis_poly <- sf::st_sf(
data,
geometry = sf::st_geometry(admin)[idx]
)
stopifnot(
nrow(analysis_poly) == 514,
all(analysis_poly$id == data$id)
)
cat("\nMATCHING BERHASIL\n")##
## MATCHING BERHASIL## Jumlah observasi: 514## Jumlah geometri: 514## Wilayah tidak cocok: 0#============================================================== # 5. STATISTIK DESKRIPTIF DAN PETA TEMATIK #==============================================================
desc <- do.call(rbind, lapply(vars, function(v){
x <- data[[v]]
data.frame(variable = v, n = length(x), mean = mean(x), sd = sd(x), min = min(x),
Q1 = unname(quantile(x, .25)), median = median(x),
Q3 = unname(quantile(x, .75)), max = max(x))
}))
write.csv(desc, file.path(OUT, "04_descriptive_statistics.csv"), row.names = FALSE)
print(desc, digits = 4)## variable n mean sd min Q1 median Q3 max
## 1 Y_TB 514 283.62 185.442 10.28 168.194 228.577 349.68 1478.43
## 2 X1_miskin 514 10.58 6.954 1.90 5.962 8.745 12.78 42.56
## 3 X2_sanitasi 514 82.77 17.156 0.00 77.763 88.190 93.46 100.00
## 4 X3_merokok 514 28.47 5.523 3.64 25.203 28.835 32.37 45.69
## 5 X4_hunian 514 66.38 19.685 0.00 57.898 70.305 80.58 98.41for(v in vars){
p1 <- ggplot(data, aes(x = .data[[v]])) + geom_histogram(bins = 30, color = "white") +
theme_minimal() + labs(title = paste("Distribusi", v), x = v, y = "Frekuensi")
ggsave(file.path(MAP, paste0("hist_", v, ".png")), p1, width = 8, height = 5, dpi = 300)
save_map(analysis_poly, v, paste("Sebaran", v), paste0("peta_", v, ".png"), legend = v)
}#============================================================== # 6. DATA MODEL (TRANSFORMASI + STANDARDISASI) #==============================================================
data$Y_model <- if(Y_TRANSFORM == "log") log(data$Y_TB) else data$Y_TB
model_vars <- c("Y_model", xvars)
mdat <- data[, c("id", "wilayah", model_vars)]
if(STANDARDIZE) mdat[model_vars] <- lapply(mdat[model_vars], function(x) as.numeric(scale(x)))
formula_model <- Y_model ~ X1_miskin + X2_sanitasi + X3_merokok + X4_hunian#============================================================== # 7. OLS DAN UJI ASUMSI #==============================================================
OLS <- lm(formula_model, data = mdat)
save_txt(summary(OLS), "08_OLS_summary.txt")
write.csv(as.data.frame(coef(summary(OLS))), file.path(OUT, "09_OLS_coefficients.csv"))
n <- nrow(mdat)
save_txt(resettest(OLS, power = 2:3, type = "fitted"), "10_RESET.txt") # linearitas/spesifikasi
save_txt(shapiro.test(residuals(OLS)), "11_Shapiro_Wilk.txt") # normalitas
save_txt(bptest(OLS), "12_Breusch_Pagan.txt") # BP studentized dari lmtest
# VIF dihitung satu kali pada model OLS; VIF awal terpisah dihapus agar tidak berulang.
vif_ols <- car::vif(OLS)
write.csv(data.frame(variable = names(vif_ols), VIF = as.numeric(vif_ols)),
file.path(OUT, "13_VIF_OLS.csv"), row.names = FALSE)
png(file.path(MAP, "OLS_residual_fitted.png"), 1800, 1400, res = 200)
plot(fitted(OLS), residuals(OLS), pch = 19, xlab = "Fitted", ylab = "Residual", main = "Residual vs Fitted")
abline(h = 0, lty = 2); dev.off()## png
## 2png(file.path(MAP, "OLS_QQplot.png"), 1800, 1400, res = 200)
qqnorm(residuals(OLS), pch = 19, main = "Q-Q Plot Residual OLS"); qqline(residuals(OLS), col = "red", lwd = 2)
dev.off()## png
## 2cook <- cooks.distance(OLS)
write.csv(data.frame(id = mdat$id, wilayah = mdat$wilayah, Cook_D = cook) %>% arrange(desc(Cook_D)),
file.path(OUT, "14_Cooks_distance.csv"), row.names = FALSE)
AICc_OLS <- aicc_ols(OLS)#============================================================== # 8. KOORDINAT DAN MATRIKS BOBOT SPASIAL (KNN 8) #==============================================================
poly_proj <- st_transform(analysis_poly, 3857)
pts_geom <- st_transform(
st_point_on_surface(st_geometry(poly_proj)), 4326
)
xy <- st_coordinates(pts_geom)
colnames(xy) <- c("lon", "lat")
write.csv(
data.frame(id = mdat$id, wilayah = mdat$wilayah, xy),
file.path(OUT, "15_coordinates.csv"),
row.names = FALSE
)
pts_sp <- SpatialPointsDataFrame(
coords = xy,
data = as.data.frame(mdat),
proj4string = CRS("+proj=longlat +datum=WGS84 +no_defs")
)
# Matriks bobot spasial KNN 8
knn_nb <- knn2nb(
knearneigh(xy, k = K_MORAN, longlat = TRUE)
)
listw_knn <- nb2listw(
knn_nb,
style = "W",
zero.policy = TRUE
)
# Ringkasan matriks bobot KNN 8
write.csv(
data.frame(
weights = "KNN-8",
n = length(knn_nb),
min_nb = min(card(knn_nb)),
median_nb = median(card(knn_nb)),
max_nb = max(card(knn_nb))
),
file.path(OUT, "16_weights_summary.csv"),
row.names = FALSE
)
# Analisis sensitivitas Moran's I untuk beberapa nilai KNN.
# Ini mengevaluasi sensitivitas hasil, bukan memilih K hanya berdasarkan p-value.
knn_sensitivity <- do.call(rbind, lapply(c(4, 8, 12), function(k) {
nb_k <- knn2nb(knearneigh(xy, k = k, longlat = TRUE))
lw_k <- nb2listw(nb_k, style = "W", zero.policy = TRUE)
mt_k <- moran.test(mdat$Y_model, lw_k, randomisation = TRUE,
alternative = "two.sided", zero.policy = TRUE)
data.frame(K = k, Moran_I = unname(mt_k$estimate[["Moran I statistic"]]),
expectation = unname(mt_k$estimate[["Expectation"]]),
variance = unname(mt_k$estimate[["Variance"]]),
p_value = mt_k$p.value)
}))## Warning in knn2nb(knearneigh(xy, k = k, longlat = TRUE)): neighbour object has
## 4 sub-graphs#============================================================== # 9. MORAN’S I (AUTOKORELASI SPASIAL - KNN 8) #==============================================================
save_txt(
moran.test(
mdat$Y_model,
listw_knn,
randomisation = TRUE,
alternative = "two.sided",
zero.policy = TRUE
),
"17_Moran_Y_KNN8.txt"
)
save_txt(
lm.morantest(
OLS,
listw_knn,
zero.policy = TRUE
),
"19_Moran_OLS_residual_KNN8.txt"
)#============================================================== # 10. GWR: KERNEL, BANDWIDTH, MODEL #==============================================================
##
## ===== GWR: PEMILIHAN KERNEL DAN BANDWIDTH =====kernels_to_run <- if(RUN_KERNEL_COMPARISON) KERNEL_CANDIDATES else KERNEL_DEFAULT
kernel_table <- do.call(rbind, lapply(kernels_to_run, function(k){
cat("Kernel:", k, "\n")
bw <- bw.gwr(formula_model, data = pts_sp, approach = "AICc", kernel = k,
adaptive = ADAPTIVE, longlat = LONG_LAT)
m <- gwr.basic(formula_model, data = pts_sp, bw = bw, kernel = k,
adaptive = ADAPTIVE, longlat = LONG_LAT)
data.frame(kernel = k, bandwidth = bw,
AICc = get_stat(m$GW.diagnostic, "AICc"),
R2 = get_stat(m$GW.diagnostic, c("gw.R2", "R2.val")),
stringsAsFactors = FALSE)
}))## Kernel: bisquare
## Fixed bandwidth: 3205.717 AICc value: 1407.739
## Fixed bandwidth: 1981.638 AICc value: 1367.814
## Fixed bandwidth: 1225.116 AICc value: 1315.108
## Fixed bandwidth: 757.5595 AICc value: 1284.606
## Fixed bandwidth: 468.5937 AICc value: 1299.386
## Fixed bandwidth: 936.1501 AICc value: 1288.02
## Fixed bandwidth: 647.1844 AICc value: 1289.465
## Fixed bandwidth: 825.775 AICc value: 1284.275
## Fixed bandwidth: 867.9346 AICc value: 1285.1
## Fixed bandwidth: 799.719 AICc value: 1284.123
## Fixed bandwidth: 783.6155 AICc value: 1284.206
## Fixed bandwidth: 809.6715 AICc value: 1284.143
## Fixed bandwidth: 793.568 AICc value: 1284.138
## Fixed bandwidth: 803.5205 AICc value: 1284.124
## Fixed bandwidth: 797.3695 AICc value: 1284.126
## Fixed bandwidth: 801.1711 AICc value: 1284.122
## Fixed bandwidth: 802.0685 AICc value: 1284.123
## Fixed bandwidth: 800.6164 AICc value: 1284.122
## Kernel: gaussian
## Fixed bandwidth: 3205.717 AICc value: 1442.469
## Fixed bandwidth: 1981.638 AICc value: 1425.411
## Fixed bandwidth: 1225.116 AICc value: 1400.499
## Fixed bandwidth: 757.5595 AICc value: 1358.383
## Fixed bandwidth: 468.5937 AICc value: 1303.937
## Fixed bandwidth: 290.003 AICc value: 1275.176
## Fixed bandwidth: 179.6279 AICc value: 1295.554
## Fixed bandwidth: 358.2186 AICc value: 1282.013
## Fixed bandwidth: 247.8435 AICc value: 1276.3
## Fixed bandwidth: 316.0591 AICc value: 1276.796
## Fixed bandwidth: 273.8995 AICc value: 1274.974
## Fixed bandwidth: 263.947 AICc value: 1275.215
## Fixed bandwidth: 280.0505 AICc value: 1274.97
## Fixed bandwidth: 283.852 AICc value: 1275.019
## Fixed bandwidth: 277.701 AICc value: 1274.959
## Fixed bandwidth: 276.249 AICc value: 1274.96
## Fixed bandwidth: 278.5985 AICc value: 1274.962
## Fixed bandwidth: 277.1464 AICc value: 1274.959
## Fixed bandwidth: 276.8036 AICc value: 1274.959
## Fixed bandwidth: 277.3583 AICc value: 1274.959
## Kernel: exponential
## Fixed bandwidth: 3205.717 AICc value: 1427.306
## Fixed bandwidth: 1981.638 AICc value: 1410.505
## Fixed bandwidth: 1225.116 AICc value: 1386.293
## Fixed bandwidth: 757.5595 AICc value: 1350.498
## Fixed bandwidth: 468.5937 AICc value: 1302.395
## Fixed bandwidth: 290.003 AICc value: 1264.54
## Fixed bandwidth: 179.6279 AICc value: 1269.55
## Fixed bandwidth: 358.2186 AICc value: 1277.605
## Fixed bandwidth: 247.8435 AICc value: 1260.102
## Fixed bandwidth: 221.7875 AICc value: 1260.229
## Fixed bandwidth: 263.947 AICc value: 1261.272
## Fixed bandwidth: 237.891 AICc value: 1259.81
## Fixed bandwidth: 231.74 AICc value: 1259.827
## Fixed bandwidth: 241.6925 AICc value: 1259.877
## Fixed bandwidth: 235.5415 AICc value: 1259.797
## Fixed bandwidth: 234.0895 AICc value: 1259.801
## Fixed bandwidth: 236.4389 AICc value: 1259.799
## Fixed bandwidth: 234.9869 AICc value: 1259.797
## Fixed bandwidth: 235.8843 AICc value: 1259.797
## Fixed bandwidth: 235.3297 AICc value: 1259.797
## Kernel: tricube
## Fixed bandwidth: 3205.717 AICc value: 1412.868
## Fixed bandwidth: 1981.638 AICc value: 1375.214
## Fixed bandwidth: 1225.116 AICc value: 1320.124
## Fixed bandwidth: 757.5595 AICc value: 1291.12
## Fixed bandwidth: 468.5937 AICc value: 1306.134
## Fixed bandwidth: 936.1501 AICc value: 1293.13
## Fixed bandwidth: 647.1844 AICc value: 1294.912
## Fixed bandwidth: 825.775 AICc value: 1290.34
## Fixed bandwidth: 867.9346 AICc value: 1290.827
## Fixed bandwidth: 799.719 AICc value: 1290.414
## Fixed bandwidth: 841.8786 AICc value: 1290.442
## Fixed bandwidth: 815.8225 AICc value: 1290.333
## Fixed bandwidth: 809.6715 AICc value: 1290.351
## Fixed bandwidth: 819.624 AICc value: 1290.331
## Fixed bandwidth: 821.9735 AICc value: 1290.332
## Fixed bandwidth: 818.172 AICc value: 1290.331
## Fixed bandwidth: 820.5215 AICc value: 1290.331
## Fixed bandwidth: 819.0694 AICc value: 1290.331write.csv(kernel_table, file.path(OUT, "21_GWR_kernel_comparison.csv"), row.names = FALSE)
print(kernel_table)## kernel bandwidth AICc R2
## 1 bisquare 801.1711 1284.122 0.4224435
## 2 gaussian 277.1464 1274.959 0.4627874
## 3 exponential 235.5415 1259.797 0.5186330
## 4 tricube 819.0694 1290.331 0.4032714best <- if(all(is.na(kernel_table$AICc))) 1 else which.min(kernel_table$AICc)
KERNEL <- kernel_table$kernel[best]
BW_GWR <- kernel_table$bandwidth[best]
cat("Kernel terpilih:", KERNEL, "| Bandwidth GWR:", BW_GWR, "| Mode:", if (ADAPTIVE) "adaptive" else "fixed", "\n")## Kernel terpilih: exponential | Bandwidth GWR: 235.5415 | Mode: fixedGWR <- gwr.basic(formula_model, data = pts_sp, bw = BW_GWR, kernel = KERNEL,
adaptive = ADAPTIVE, longlat = LONG_LAT, F123.test = TRUE, cv = FALSE)## Warning in pf(F2, F2.DF[1], F2.DF[2], lower.tail = FALSE): NaNs producedsave_txt(GWR, "22_GWR_summary.txt")
# Simpan hasil uji F Leung (F1, F2, F3) jika tersedia dari GWmodel
save_txt(GWR$Ftest.res, "22a_GWR_Leung_F_tests.txt")
GWR_DF <- as.data.frame(GWR$SDF)
GWR_DF$id <- mdat$id; GWR_DF$wilayah <- mdat$wilayah
write.csv(GWR_DF, file.path(OUT, "23_GWR_local_results.csv"), row.names = FALSE)
# Diagnostik GWR: multikolinearitas lokal
GWR_COLLIN <- gwr.collin.diagno(formula_model, data = pts_sp, bw = BW_GWR, kernel = KERNEL,
adaptive = ADAPTIVE, longlat = LONG_LAT)
if(!is.null(GWR_COLLIN$SDF)){
coll_df <- as.data.frame(GWR_COLLIN$SDF)
write.csv(coll_df, file.path(OUT, "24_GWR_local_collinearity.csv"), row.names = FALSE)
save_txt(summary(coll_df), "25_GWR_local_collinearity_summary.txt") # CN lokal > 30 = indikasi masalah
# Ringkasan condition number lokal, jika kolom tersedia
cn_col <- find_col(coll_df, c("local_CN", "Local_CN"))
if(!is.na(cn_col)){
cn <- as.numeric(coll_df[[cn_col]])
cn_valid <- is.finite(cn)
if(any(cn_valid)){
cn_summary <- data.frame(
n_lokasi = sum(cn_valid),
CN_min = min(cn[cn_valid]),
CN_median = median(cn[cn_valid]),
CN_max = max(cn[cn_valid]),
n_CN_gt30 = sum(cn[cn_valid] > 30),
persen_CN_gt30 = 100 * mean(cn[cn_valid] > 30)
)
write.csv(cn_summary, file.path(OUT, "25a_GWR_local_CN_summary.csv"), row.names = FALSE)
}
}
}
# Uji Monte Carlo (opsional) dengan validasi bandwidth dan penanganan error.
if (RUN_MONTE_CARLO) {
dp_n <- nrow(pts_sp@data)
bw_ok <- is.finite(BW_GWR) && length(BW_GWR) == 1 &&
if (ADAPTIVE) BW_GWR < dp_n else BW_GWR > 0
if (!bw_ok) {
mc_note <- paste0(
"Monte Carlo tidak dijalankan: bandwidth tidak memenuhi syarat. BW_GWR=",
BW_GWR, "; jumlah observasi=", dp_n,
". Periksa bandwidth dan dokumentasi GWmodel."
)
writeLines(mc_note, file.path(OUT, "26_GWR_MonteCarlo.txt"))
message(mc_note)
} else {
MC <- tryCatch(
gwr.montecarlo(formula_model, data = pts_sp, nsim = MC_SIM,
kernel = KERNEL, adaptive = ADAPTIVE,
bw = BW_GWR, longlat = LONG_LAT),
error = function(e) {
msg <- paste("Uji Monte Carlo gagal:", conditionMessage(e))
writeLines(msg, file.path(OUT, "26_GWR_MonteCarlo.txt"))
message(msg)
NULL
}
)
if (!is.null(MC)) save_txt(MC, "26_GWR_MonteCarlo.txt")
}
}##
## Tests based on the Monte Carlo significance test
##
## p-value
## (Intercept) 0.00
## X1_miskin 0.00
## X2_sanitasi 0.04
## X3_merokok 0.18
## X4_hunian 0.03# Moran residual GWR
res_col_g <- find_col(GWR_DF, "residual")
if(!is.na(res_col_g)){
save_txt(moran.test(GWR_DF[[res_col_g]], listw_knn, randomisation = TRUE,
alternative = "two.sided", zero.policy = TRUE), "27_Moran_GWR_residual.txt")
}#============================================================== # 11. MULTISCALE GWR (BACKFITTING) #==============================================================
##
## ===== MGWR / BACKFITTING =====p_par <- length(xvars) + 1 # intersep + 4 prediktor
MGWR <- gwr.multiscale(
formula = formula_model,
data = pts_sp,
kernel = KERNEL,
adaptive = ADAPTIVE,
criterion = MGWR_CRITERION,
approach = MGWR_APPROACH,
bws0 = rep(BW_GWR, p_par), # titik awal = bandwidth GWR fixed
bw.seled = rep(FALSE, p_par), # FALSE = bandwidth DICARI (dioptimasi)
bws.reOpts = MGWR_REOPT,
max.iterations = MGWR_MAX_ITER,
threshold = MGWR_THRESHOLD,
predictor.centered = rep(TRUE, length(xvars)),
hatmatrix = TRUE,
longlat = LONG_LAT,
verbose = TRUE,
nlower = MGWR_NLOWER
)## Calculate the initial beta0 from the above bandwidths.
## Fixed bandwidth: 3205.72 AICc value: 1427.31.
## Fixed bandwidth: 1981.64 AICc value: 1410.51.
## Fixed bandwidth: 1225.12 AICc value: 1386.29.
## Fixed bandwidth: 757.559 AICc value: 1350.5.
## Fixed bandwidth: 468.594 AICc value: 1302.39.
## Fixed bandwidth: 290.003 AICc value: 1264.54.
## Fixed bandwidth: 179.628 AICc value: 1269.55.
## Fixed bandwidth: 358.219 AICc value: 1277.6.
## Fixed bandwidth: 247.843 AICc value: 1260.1.
## Fixed bandwidth: 221.787 AICc value: 1260.23.
## Fixed bandwidth: 263.947 AICc value: 1261.27.
## Fixed bandwidth: 237.891 AICc value: 1259.81.
## Fixed bandwidth: 231.74 AICc value: 1259.83.
## Fixed bandwidth: 241.693 AICc value: 1259.88.
## Fixed bandwidth: 235.542 AICc value: 1259.8.
## Fixed bandwidth: 234.089 AICc value: 1259.8.
## Fixed bandwidth: 236.439 AICc value: 1259.8.
## Fixed bandwidth: 234.987 AICc value: 1259.8.
## Fixed bandwidth: 235.884 AICc value: 1259.8.
## Fixed bandwidth: 235.33 AICc value: 1259.8.
## End of calculating the inital beta0.
## Find the optimum bandwidths for each independent variable.
## Iteration 1
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1375.59.
## Fixed bandwidth: 1981.64 AICc value: 1351.09.
## Fixed bandwidth: 1225.12 AICc value: 1305.06.
## Fixed bandwidth: 757.559 AICc value: 1233.75.
## Fixed bandwidth: 468.594 AICc value: 1168.1.
## Fixed bandwidth: 290.003 AICc value: 1133.63.
## Fixed bandwidth: 179.628 AICc value: 1117.9.
## Fixed bandwidth: 111.412 AICc value: 1123.86.
## Fixed bandwidth: 221.787 AICc value: 1122.96.
## Fixed bandwidth: 153.572 AICc value: 1116.63.
## Fixed bandwidth: 137.468 AICc value: 1117.41.
## Fixed bandwidth: 163.524 AICc value: 1116.84.
## Fixed bandwidth: 147.421 AICc value: 1116.74.
## Fixed bandwidth: 157.373 AICc value: 1116.66.
## Fixed bandwidth: 151.222 AICc value: 1116.65.
## Fixed bandwidth: 155.024 AICc value: 1116.63.
## Fixed bandwidth: 152.674 AICc value: 1116.63.
## Fixed bandwidth: 154.127 AICc value: 1116.63.
## The newly selected bandwidth for variable: Intercept is 153.572
## The bandwidth used in the last iteration is: 235.542 and the difference in bandwidths is: 81.9696
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1112.59.
## Fixed bandwidth: 1981.64 AICc value: 1108.63.
## Fixed bandwidth: 1225.12 AICc value: 1102.99.
## Fixed bandwidth: 757.559 AICc value: 1095.59.
## Fixed bandwidth: 468.594 AICc value: 1086.19.
## Fixed bandwidth: 290.003 AICc value: 1077.14.
## Fixed bandwidth: 179.628 AICc value: 1076.23.
## Fixed bandwidth: 111.412 AICc value: 1090.54.
## Fixed bandwidth: 221.787 AICc value: 1075.12.
## Fixed bandwidth: 247.843 AICc value: 1075.55.
## Fixed bandwidth: 205.684 AICc value: 1075.22.
## Fixed bandwidth: 231.74 AICc value: 1075.21.
## Fixed bandwidth: 215.636 AICc value: 1075.12.
## Fixed bandwidth: 211.835 AICc value: 1075.14.
## Fixed bandwidth: 217.986 AICc value: 1075.12.
## Fixed bandwidth: 219.438 AICc value: 1075.12.
## Fixed bandwidth: 217.089 AICc value: 1075.12.
## Fixed bandwidth: 218.541 AICc value: 1075.12.
## The newly selected bandwidth for variable: X1_miskin is 218.541
## The bandwidth used in the last iteration is: 235.542 and the difference in bandwidths is: 17.0009
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1121.66.
## Fixed bandwidth: 1981.64 AICc value: 1093.85.
## Fixed bandwidth: 1225.12 AICc value: 1074.93.
## Fixed bandwidth: 757.559 AICc value: 1065.29.
## Fixed bandwidth: 468.594 AICc value: 1055.81.
## Fixed bandwidth: 290.003 AICc value: 1048.76.
## Fixed bandwidth: 179.628 AICc value: 1052.69.
## Fixed bandwidth: 358.219 AICc value: 1050.91.
## Fixed bandwidth: 247.843 AICc value: 1048.6.
## Fixed bandwidth: 221.787 AICc value: 1049.31.
## Fixed bandwidth: 263.947 AICc value: 1048.5.
## Fixed bandwidth: 273.9 AICc value: 1048.55.
## Fixed bandwidth: 257.796 AICc value: 1048.51.
## Fixed bandwidth: 267.749 AICc value: 1048.51.
## Fixed bandwidth: 261.598 AICc value: 1048.5.
## The newly selected bandwidth for variable: X2_sanitasi is 263.947
## The bandwidth used in the last iteration is: 235.542 and the difference in bandwidths is: 28.4055
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1054.39.
## Fixed bandwidth: 1981.64 AICc value: 1051.51.
## Fixed bandwidth: 1225.12 AICc value: 1048.95.
## Fixed bandwidth: 757.559 AICc value: 1047.07.
## Fixed bandwidth: 468.594 AICc value: 1045.83.
## Fixed bandwidth: 290.003 AICc value: 1046.98.
## Fixed bandwidth: 578.969 AICc value: 1046.26.
## Fixed bandwidth: 400.378 AICc value: 1045.78.
## Fixed bandwidth: 358.219 AICc value: 1045.95.
## Fixed bandwidth: 426.434 AICc value: 1045.76.
## Fixed bandwidth: 442.538 AICc value: 1045.78.
## Fixed bandwidth: 416.482 AICc value: 1045.76.
## Fixed bandwidth: 410.331 AICc value: 1045.77.
## Fixed bandwidth: 420.283 AICc value: 1045.76.
## Fixed bandwidth: 422.633 AICc value: 1045.76.
## Fixed bandwidth: 418.831 AICc value: 1045.76.
## The newly selected bandwidth for variable: X3_merokok is 420.283
## The bandwidth used in the last iteration is: 235.542 and the difference in bandwidths is: 184.742
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1124.02.
## Fixed bandwidth: 1981.64 AICc value: 1120.13.
## Fixed bandwidth: 1225.12 AICc value: 1114.22.
## Fixed bandwidth: 757.559 AICc value: 1105.51.
## Fixed bandwidth: 468.594 AICc value: 1094.79.
## Fixed bandwidth: 290.003 AICc value: 1086.67.
## Fixed bandwidth: 179.628 AICc value: 1085.68.
## Fixed bandwidth: 111.412 AICc value: 1093.69.
## Fixed bandwidth: 221.787 AICc value: 1085.18.
## Fixed bandwidth: 247.843 AICc value: 1085.5.
## Fixed bandwidth: 205.684 AICc value: 1085.19.
## Fixed bandwidth: 231.74 AICc value: 1085.26.
## Fixed bandwidth: 215.636 AICc value: 1085.16.
## Fixed bandwidth: 211.835 AICc value: 1085.16.
## Fixed bandwidth: 217.986 AICc value: 1085.16.
## Fixed bandwidth: 214.184 AICc value: 1085.16.
## The newly selected bandwidth for variable: X4_hunian is 214.184
## The bandwidth used in the last iteration is: 235.542 and the difference in bandwidths is: 21.3571
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 1 change of RSS (dCVR) is 0.29489.
## Iteration 2
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1391.06.
## Fixed bandwidth: 1981.64 AICc value: 1365.08.
## Fixed bandwidth: 1225.12 AICc value: 1316.81.
## Fixed bandwidth: 757.559 AICc value: 1242.9.
## Fixed bandwidth: 468.594 AICc value: 1175.43.
## Fixed bandwidth: 290.003 AICc value: 1139.5.
## Fixed bandwidth: 179.628 AICc value: 1121.91.
## Fixed bandwidth: 111.412 AICc value: 1123.86.
## Fixed bandwidth: 221.787 AICc value: 1127.9.
## Fixed bandwidth: 153.572 AICc value: 1119.69.
## Fixed bandwidth: 137.468 AICc value: 1119.59.
## Fixed bandwidth: 127.516 AICc value: 1120.37.
## Fixed bandwidth: 143.619 AICc value: 1119.46.
## Fixed bandwidth: 147.421 AICc value: 1119.49.
## Fixed bandwidth: 141.27 AICc value: 1119.49.
## Fixed bandwidth: 145.071 AICc value: 1119.47.
## Fixed bandwidth: 142.722 AICc value: 1119.47.
## Fixed bandwidth: 144.174 AICc value: 1119.46.
## Fixed bandwidth: 144.517 AICc value: 1119.46.
## Fixed bandwidth: 143.962 AICc value: 1119.46.
## The newly selected bandwidth for variable: Intercept is 143.962
## The bandwidth used in the last iteration is: 153.572 and the difference in bandwidths is: 9.60973
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1096.87.
## Fixed bandwidth: 1981.64 AICc value: 1093.68.
## Fixed bandwidth: 1225.12 AICc value: 1089.28.
## Fixed bandwidth: 757.559 AICc value: 1083.68.
## Fixed bandwidth: 468.594 AICc value: 1076.63.
## Fixed bandwidth: 290.003 AICc value: 1070.1.
## Fixed bandwidth: 179.628 AICc value: 1070.42.
## Fixed bandwidth: 358.219 AICc value: 1072.55.
## Fixed bandwidth: 247.843 AICc value: 1069.13.
## Fixed bandwidth: 221.787 AICc value: 1069.03.
## Fixed bandwidth: 205.684 AICc value: 1069.28.
## Fixed bandwidth: 231.74 AICc value: 1069.
## Fixed bandwidth: 237.891 AICc value: 1069.03.
## Fixed bandwidth: 227.938 AICc value: 1069.
## Fixed bandwidth: 225.589 AICc value: 1069.01.
## Fixed bandwidth: 229.391 AICc value: 1069.
## Fixed bandwidth: 230.288 AICc value: 1069.
## Fixed bandwidth: 228.836 AICc value: 1069.
## Fixed bandwidth: 229.733 AICc value: 1069.
## The newly selected bandwidth for variable: X1_miskin is 229.391
## The bandwidth used in the last iteration is: 218.541 and the difference in bandwidths is: 10.8499
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1117.26.
## Fixed bandwidth: 1981.64 AICc value: 1088.69.
## Fixed bandwidth: 1225.12 AICc value: 1069.79.
## Fixed bandwidth: 757.559 AICc value: 1062.25.
## Fixed bandwidth: 468.594 AICc value: 1057.82.
## Fixed bandwidth: 290.003 AICc value: 1056.87.
## Fixed bandwidth: 179.628 AICc value: 1064.88.
## Fixed bandwidth: 358.219 AICc value: 1056.45.
## Fixed bandwidth: 400.378 AICc value: 1056.81.
## Fixed bandwidth: 332.163 AICc value: 1056.41.
## Fixed bandwidth: 316.059 AICc value: 1056.5.
## Fixed bandwidth: 342.115 AICc value: 1056.41.
## Fixed bandwidth: 348.266 AICc value: 1056.41.
## Fixed bandwidth: 338.314 AICc value: 1056.41.
## The newly selected bandwidth for variable: X2_sanitasi is 338.314
## The bandwidth used in the last iteration is: 263.947 and the difference in bandwidths is: 74.3666
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1057.64.
## Fixed bandwidth: 1981.64 AICc value: 1054.85.
## Fixed bandwidth: 1225.12 AICc value: 1052.8.
## Fixed bandwidth: 757.559 AICc value: 1052.14.
## Fixed bandwidth: 468.594 AICc value: 1052.77.
## Fixed bandwidth: 936.15 AICc value: 1052.26.
## Fixed bandwidth: 647.184 AICc value: 1052.19.
## Fixed bandwidth: 825.775 AICc value: 1052.16.
## Fixed bandwidth: 715.4 AICc value: 1052.14.
## Fixed bandwidth: 783.616 AICc value: 1052.14.
## Fixed bandwidth: 741.456 AICc value: 1052.14.
## Fixed bandwidth: 731.503 AICc value: 1052.14.
## Fixed bandwidth: 747.607 AICc value: 1052.14.
## Fixed bandwidth: 751.408 AICc value: 1052.14.
## The newly selected bandwidth for variable: X3_merokok is 747.607
## The bandwidth used in the last iteration is: 420.283 and the difference in bandwidths is: 327.324
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1110.01.
## Fixed bandwidth: 1981.64 AICc value: 1107.07.
## Fixed bandwidth: 1225.12 AICc value: 1103.06.
## Fixed bandwidth: 757.559 AICc value: 1097.62.
## Fixed bandwidth: 468.594 AICc value: 1091.18.
## Fixed bandwidth: 290.003 AICc value: 1086.63.
## Fixed bandwidth: 179.628 AICc value: 1087.41.
## Fixed bandwidth: 358.219 AICc value: 1088.13.
## Fixed bandwidth: 247.843 AICc value: 1086.2.
## Fixed bandwidth: 221.787 AICc value: 1086.28.
## Fixed bandwidth: 263.947 AICc value: 1086.29.
## Fixed bandwidth: 237.891 AICc value: 1086.19.
## Fixed bandwidth: 231.74 AICc value: 1086.21.
## Fixed bandwidth: 241.693 AICc value: 1086.19.
## Fixed bandwidth: 244.042 AICc value: 1086.19.
## Fixed bandwidth: 240.24 AICc value: 1086.19.
## Fixed bandwidth: 242.59 AICc value: 1086.19.
## Fixed bandwidth: 241.138 AICc value: 1086.19.
## The newly selected bandwidth for variable: X4_hunian is 241.138
## The bandwidth used in the last iteration is: 214.184 and the difference in bandwidths is: 26.9534
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 2 change of RSS (dCVR) is 0.123817.
## Iteration 3
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1413.83.
## Fixed bandwidth: 1981.64 AICc value: 1387.44.
## Fixed bandwidth: 1225.12 AICc value: 1338.77.
## Fixed bandwidth: 757.559 AICc value: 1264.89.
## Fixed bandwidth: 468.594 AICc value: 1197.47.
## Fixed bandwidth: 290.003 AICc value: 1160.44.
## Fixed bandwidth: 179.628 AICc value: 1140.97.
## Fixed bandwidth: 111.412 AICc value: 1140.29.
## Fixed bandwidth: 69.2528 AICc value: 1186.76.
## Fixed bandwidth: 137.468 AICc value: 1137.26.
## Fixed bandwidth: 153.572 AICc value: 1137.97.
## Fixed bandwidth: 127.516 AICc value: 1137.61.
## Fixed bandwidth: 143.619 AICc value: 1137.38.
## Fixed bandwidth: 133.667 AICc value: 1137.31.
## Fixed bandwidth: 139.818 AICc value: 1137.28.
## Fixed bandwidth: 136.016 AICc value: 1137.27.
## Fixed bandwidth: 138.366 AICc value: 1137.27.
## Fixed bandwidth: 136.914 AICc value: 1137.26.
## Fixed bandwidth: 137.811 AICc value: 1137.27.
## Fixed bandwidth: 137.257 AICc value: 1137.26.
## The newly selected bandwidth for variable: Intercept is 137.257
## The bandwidth used in the last iteration is: 143.962 and the difference in bandwidths is: 6.70563
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.87.
## Fixed bandwidth: 1981.64 AICc value: 1098.03.
## Fixed bandwidth: 1225.12 AICc value: 1094.16.
## Fixed bandwidth: 757.559 AICc value: 1089.36.
## Fixed bandwidth: 468.594 AICc value: 1083.48.
## Fixed bandwidth: 290.003 AICc value: 1078.22.
## Fixed bandwidth: 179.628 AICc value: 1079.02.
## Fixed bandwidth: 358.219 AICc value: 1080.15.
## Fixed bandwidth: 247.843 AICc value: 1077.53.
## Fixed bandwidth: 221.787 AICc value: 1077.55.
## Fixed bandwidth: 263.947 AICc value: 1077.71.
## Fixed bandwidth: 237.891 AICc value: 1077.48.
## Fixed bandwidth: 231.74 AICc value: 1077.48.
## Fixed bandwidth: 241.693 AICc value: 1077.49.
## Fixed bandwidth: 235.542 AICc value: 1077.48.
## Fixed bandwidth: 234.089 AICc value: 1077.48.
## Fixed bandwidth: 236.439 AICc value: 1077.48.
## Fixed bandwidth: 234.987 AICc value: 1077.48.
## Fixed bandwidth: 235.884 AICc value: 1077.48.
## The newly selected bandwidth for variable: X1_miskin is 235.884
## The bandwidth used in the last iteration is: 229.391 and the difference in bandwidths is: 6.49378
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1115.34.
## Fixed bandwidth: 1981.64 AICc value: 1086.49.
## Fixed bandwidth: 1225.12 AICc value: 1067.51.
## Fixed bandwidth: 757.559 AICc value: 1060.97.
## Fixed bandwidth: 468.594 AICc value: 1059.28.
## Fixed bandwidth: 290.003 AICc value: 1061.12.
## Fixed bandwidth: 578.969 AICc value: 1059.74.
## Fixed bandwidth: 400.378 AICc value: 1059.33.
## Fixed bandwidth: 510.753 AICc value: 1059.41.
## Fixed bandwidth: 442.538 AICc value: 1059.25.
## Fixed bandwidth: 426.434 AICc value: 1059.26.
## Fixed bandwidth: 452.49 AICc value: 1059.26.
## Fixed bandwidth: 436.387 AICc value: 1059.25.
## Fixed bandwidth: 446.339 AICc value: 1059.25.
## Fixed bandwidth: 440.188 AICc value: 1059.25.
## The newly selected bandwidth for variable: X2_sanitasi is 440.188
## The bandwidth used in the last iteration is: 338.314 and the difference in bandwidths is: 101.875
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1058.57.
## Fixed bandwidth: 1981.64 AICc value: 1055.73.
## Fixed bandwidth: 1225.12 AICc value: 1053.79.
## Fixed bandwidth: 757.559 AICc value: 1053.53.
## Fixed bandwidth: 468.594 AICc value: 1054.8.
## Fixed bandwidth: 936.15 AICc value: 1053.44.
## Fixed bandwidth: 1046.53 AICc value: 1053.52.
## Fixed bandwidth: 867.935 AICc value: 1053.44.
## Fixed bandwidth: 825.775 AICc value: 1053.46.
## Fixed bandwidth: 893.991 AICc value: 1053.44.
## Fixed bandwidth: 910.094 AICc value: 1053.44.
## Fixed bandwidth: 884.038 AICc value: 1053.44.
## Fixed bandwidth: 900.142 AICc value: 1053.44.
## The newly selected bandwidth for variable: X3_merokok is 893.991
## The bandwidth used in the last iteration is: 747.607 and the difference in bandwidths is: 146.384
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1099.15.
## Fixed bandwidth: 1981.64 AICc value: 1096.87.
## Fixed bandwidth: 1225.12 AICc value: 1093.94.
## Fixed bandwidth: 757.559 AICc value: 1090.17.
## Fixed bandwidth: 468.594 AICc value: 1085.92.
## Fixed bandwidth: 290.003 AICc value: 1083.19.
## Fixed bandwidth: 179.628 AICc value: 1084.82.
## Fixed bandwidth: 358.219 AICc value: 1084.01.
## Fixed bandwidth: 247.843 AICc value: 1083.12.
## Fixed bandwidth: 221.787 AICc value: 1083.41.
## Fixed bandwidth: 263.947 AICc value: 1083.09.
## Fixed bandwidth: 273.9 AICc value: 1083.11.
## Fixed bandwidth: 257.796 AICc value: 1083.09.
## Fixed bandwidth: 267.749 AICc value: 1083.09.
## Fixed bandwidth: 261.598 AICc value: 1083.09.
## The newly selected bandwidth for variable: X4_hunian is 261.598
## The bandwidth used in the last iteration is: 241.138 and the difference in bandwidths is: 20.4597
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 3 change of RSS (dCVR) is 0.0435257.
## Iteration 4
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1429.64.
## Fixed bandwidth: 1981.64 AICc value: 1403.11.
## Fixed bandwidth: 1225.12 AICc value: 1354.19.
## Fixed bandwidth: 757.559 AICc value: 1279.92.
## Fixed bandwidth: 468.594 AICc value: 1211.75.
## Fixed bandwidth: 290.003 AICc value: 1173.37.
## Fixed bandwidth: 179.628 AICc value: 1152.26.
## Fixed bandwidth: 111.412 AICc value: 1149.86.
## Fixed bandwidth: 69.2528 AICc value: 1194.97.
## Fixed bandwidth: 137.468 AICc value: 1147.58.
## Fixed bandwidth: 153.572 AICc value: 1148.69.
## Fixed bandwidth: 127.516 AICc value: 1147.65.
## Fixed bandwidth: 143.619 AICc value: 1147.86.
## Fixed bandwidth: 133.667 AICc value: 1147.52.
## Fixed bandwidth: 131.317 AICc value: 1147.54.
## Fixed bandwidth: 135.119 AICc value: 1147.53.
## Fixed bandwidth: 132.769 AICc value: 1147.52.
## Fixed bandwidth: 134.222 AICc value: 1147.53.
## Fixed bandwidth: 133.324 AICc value: 1147.52.
## Fixed bandwidth: 133.112 AICc value: 1147.52.
## Fixed bandwidth: 133.455 AICc value: 1147.52.
## The newly selected bandwidth for variable: Intercept is 133.324
## The bandwidth used in the last iteration is: 137.257 and the difference in bandwidths is: 3.93245
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.19.
## Fixed bandwidth: 1981.64 AICc value: 1100.46.
## Fixed bandwidth: 1225.12 AICc value: 1096.76.
## Fixed bandwidth: 757.559 AICc value: 1092.24.
## Fixed bandwidth: 468.594 AICc value: 1086.89.
## Fixed bandwidth: 290.003 AICc value: 1082.33.
## Fixed bandwidth: 179.628 AICc value: 1083.53.
## Fixed bandwidth: 358.219 AICc value: 1083.97.
## Fixed bandwidth: 247.843 AICc value: 1081.83.
## Fixed bandwidth: 221.787 AICc value: 1081.95.
## Fixed bandwidth: 263.947 AICc value: 1081.94.
## Fixed bandwidth: 237.891 AICc value: 1081.82.
## Fixed bandwidth: 231.74 AICc value: 1081.85.
## Fixed bandwidth: 241.693 AICc value: 1081.82.
## Fixed bandwidth: 244.042 AICc value: 1081.82.
## Fixed bandwidth: 240.24 AICc value: 1081.82.
## Fixed bandwidth: 242.59 AICc value: 1081.82.
## Fixed bandwidth: 241.138 AICc value: 1081.82.
## Fixed bandwidth: 242.035 AICc value: 1081.82.
## The newly selected bandwidth for variable: X1_miskin is 242.035
## The bandwidth used in the last iteration is: 235.884 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1111.96.
## Fixed bandwidth: 1981.64 AICc value: 1083.78.
## Fixed bandwidth: 1225.12 AICc value: 1065.29.
## Fixed bandwidth: 757.559 AICc value: 1059.45.
## Fixed bandwidth: 468.594 AICc value: 1059.23.
## Fixed bandwidth: 290.003 AICc value: 1062.35.
## Fixed bandwidth: 578.969 AICc value: 1058.97.
## Fixed bandwidth: 647.184 AICc value: 1059.04.
## Fixed bandwidth: 536.809 AICc value: 1059.01.
## Fixed bandwidth: 605.025 AICc value: 1058.98.
## Fixed bandwidth: 562.865 AICc value: 1058.98.
## Fixed bandwidth: 588.921 AICc value: 1058.97.
## Fixed bandwidth: 572.818 AICc value: 1058.97.
## Fixed bandwidth: 582.77 AICc value: 1058.97.
## The newly selected bandwidth for variable: X2_sanitasi is 578.969
## The bandwidth used in the last iteration is: 440.188 and the difference in bandwidths is: 138.781
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1060.79.
## Fixed bandwidth: 1981.64 AICc value: 1057.85.
## Fixed bandwidth: 1225.12 AICc value: 1055.83.
## Fixed bandwidth: 757.559 AICc value: 1055.51.
## Fixed bandwidth: 468.594 AICc value: 1056.71.
## Fixed bandwidth: 936.15 AICc value: 1055.45.
## Fixed bandwidth: 1046.53 AICc value: 1055.54.
## Fixed bandwidth: 867.935 AICc value: 1055.44.
## Fixed bandwidth: 825.775 AICc value: 1055.45.
## Fixed bandwidth: 893.991 AICc value: 1055.44.
## Fixed bandwidth: 910.094 AICc value: 1055.44.
## Fixed bandwidth: 884.038 AICc value: 1055.43.
## Fixed bandwidth: 877.887 AICc value: 1055.43.
## The newly selected bandwidth for variable: X3_merokok is 884.038
## The bandwidth used in the last iteration is: 893.991 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1093.6.
## Fixed bandwidth: 1981.64 AICc value: 1091.89.
## Fixed bandwidth: 1225.12 AICc value: 1089.62.
## Fixed bandwidth: 757.559 AICc value: 1086.59.
## Fixed bandwidth: 468.594 AICc value: 1083.14.
## Fixed bandwidth: 290.003 AICc value: 1081.13.
## Fixed bandwidth: 179.628 AICc value: 1083.35.
## Fixed bandwidth: 358.219 AICc value: 1081.66.
## Fixed bandwidth: 247.843 AICc value: 1081.26.
## Fixed bandwidth: 316.059 AICc value: 1081.26.
## Fixed bandwidth: 273.9 AICc value: 1081.12.
## Fixed bandwidth: 263.947 AICc value: 1081.15.
## Fixed bandwidth: 280.051 AICc value: 1081.12.
## Fixed bandwidth: 283.852 AICc value: 1081.12.
## Fixed bandwidth: 277.701 AICc value: 1081.12.
## Fixed bandwidth: 281.503 AICc value: 1081.12.
## Fixed bandwidth: 279.153 AICc value: 1081.12.
## The newly selected bandwidth for variable: X4_hunian is 279.153
## The bandwidth used in the last iteration is: 261.598 and the difference in bandwidths is: 17.5556
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 4 change of RSS (dCVR) is 0.0423748.
## Iteration 5
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1440.69.
## Fixed bandwidth: 1981.64 AICc value: 1414.14.
## Fixed bandwidth: 1225.12 AICc value: 1365.07.
## Fixed bandwidth: 757.559 AICc value: 1290.38.
## Fixed bandwidth: 468.594 AICc value: 1221.45.
## Fixed bandwidth: 290.003 AICc value: 1182.06.
## Fixed bandwidth: 179.628 AICc value: 1159.85.
## Fixed bandwidth: 111.412 AICc value: 1156.41.
## Fixed bandwidth: 69.2528 AICc value: 1200.73.
## Fixed bandwidth: 137.468 AICc value: 1154.57.
## Fixed bandwidth: 153.572 AICc value: 1155.93.
## Fixed bandwidth: 127.516 AICc value: 1154.49.
## Fixed bandwidth: 121.365 AICc value: 1154.85.
## Fixed bandwidth: 131.317 AICc value: 1154.43.
## Fixed bandwidth: 133.667 AICc value: 1154.46.
## Fixed bandwidth: 129.865 AICc value: 1154.44.
## Fixed bandwidth: 132.215 AICc value: 1154.44.
## Fixed bandwidth: 130.763 AICc value: 1154.43.
## Fixed bandwidth: 131.66 AICc value: 1154.43.
## Fixed bandwidth: 131.106 AICc value: 1154.43.
## Fixed bandwidth: 130.975 AICc value: 1154.43.
## Fixed bandwidth: 131.186 AICc value: 1154.43.
## The newly selected bandwidth for variable: Intercept is 131.106
## The bandwidth used in the last iteration is: 133.324 and the difference in bandwidths is: 2.21854
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.81.
## Fixed bandwidth: 1981.64 AICc value: 1102.14.
## Fixed bandwidth: 1225.12 AICc value: 1098.49.
## Fixed bandwidth: 757.559 AICc value: 1094.05.
## Fixed bandwidth: 468.594 AICc value: 1088.94.
## Fixed bandwidth: 290.003 AICc value: 1084.83.
## Fixed bandwidth: 179.628 AICc value: 1086.39.
## Fixed bandwidth: 358.219 AICc value: 1086.26.
## Fixed bandwidth: 247.843 AICc value: 1084.46.
## Fixed bandwidth: 221.787 AICc value: 1084.67.
## Fixed bandwidth: 263.947 AICc value: 1084.52.
## Fixed bandwidth: 237.891 AICc value: 1084.49.
## Fixed bandwidth: 253.994 AICc value: 1084.47.
## Fixed bandwidth: 244.042 AICc value: 1084.46.
## Fixed bandwidth: 250.193 AICc value: 1084.46.
## Fixed bandwidth: 246.391 AICc value: 1084.46.
## Fixed bandwidth: 248.741 AICc value: 1084.46.
## Fixed bandwidth: 247.289 AICc value: 1084.46.
## Fixed bandwidth: 248.186 AICc value: 1084.46.
## The newly selected bandwidth for variable: X1_miskin is 247.843
## The bandwidth used in the last iteration is: 242.035 and the difference in bandwidths is: 5.80821
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1107.87.
## Fixed bandwidth: 1981.64 AICc value: 1081.52.
## Fixed bandwidth: 1225.12 AICc value: 1064.32.
## Fixed bandwidth: 757.559 AICc value: 1059.19.
## Fixed bandwidth: 468.594 AICc value: 1059.69.
## Fixed bandwidth: 936.15 AICc value: 1060.33.
## Fixed bandwidth: 647.184 AICc value: 1059.01.
## Fixed bandwidth: 578.969 AICc value: 1059.11.
## Fixed bandwidth: 689.344 AICc value: 1059.03.
## Fixed bandwidth: 621.128 AICc value: 1059.03.
## Fixed bandwidth: 663.288 AICc value: 1059.01.
## Fixed bandwidth: 637.232 AICc value: 1059.01.
## Fixed bandwidth: 653.335 AICc value: 1059.01.
## Fixed bandwidth: 657.137 AICc value: 1059.01.
## The newly selected bandwidth for variable: X2_sanitasi is 653.335
## The bandwidth used in the last iteration is: 578.969 and the difference in bandwidths is: 74.3666
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1062.46.
## Fixed bandwidth: 1981.64 AICc value: 1059.43.
## Fixed bandwidth: 1225.12 AICc value: 1057.31.
## Fixed bandwidth: 757.559 AICc value: 1056.92.
## Fixed bandwidth: 468.594 AICc value: 1058.03.
## Fixed bandwidth: 936.15 AICc value: 1056.89.
## Fixed bandwidth: 1046.53 AICc value: 1056.99.
## Fixed bandwidth: 867.935 AICc value: 1056.86.
## Fixed bandwidth: 825.775 AICc value: 1056.87.
## Fixed bandwidth: 893.991 AICc value: 1056.87.
## Fixed bandwidth: 851.831 AICc value: 1056.86.
## Fixed bandwidth: 877.887 AICc value: 1056.86.
## Fixed bandwidth: 861.784 AICc value: 1056.86.
## The newly selected bandwidth for variable: X3_merokok is 861.784
## The bandwidth used in the last iteration is: 884.038 and the difference in bandwidths is: 22.2545
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1089.87.
## Fixed bandwidth: 1981.64 AICc value: 1088.61.
## Fixed bandwidth: 1225.12 AICc value: 1086.76.
## Fixed bandwidth: 757.559 AICc value: 1084.09.
## Fixed bandwidth: 468.594 AICc value: 1080.98.
## Fixed bandwidth: 290.003 AICc value: 1079.35.
## Fixed bandwidth: 179.628 AICc value: 1082.1.
## Fixed bandwidth: 358.219 AICc value: 1079.7.
## Fixed bandwidth: 247.843 AICc value: 1079.64.
## Fixed bandwidth: 316.059 AICc value: 1079.4.
## Fixed bandwidth: 273.9 AICc value: 1079.39.
## Fixed bandwidth: 299.956 AICc value: 1079.35.
## Fixed bandwidth: 283.852 AICc value: 1079.36.
## Fixed bandwidth: 293.805 AICc value: 1079.35.
## Fixed bandwidth: 296.154 AICc value: 1079.35.
## Fixed bandwidth: 292.353 AICc value: 1079.35.
## The newly selected bandwidth for variable: X4_hunian is 292.353
## The bandwidth used in the last iteration is: 279.153 and the difference in bandwidths is: 13.1994
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 5 change of RSS (dCVR) is 0.0152116.
## Iteration 6
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1447.83.
## Fixed bandwidth: 1981.64 AICc value: 1421.25.
## Fixed bandwidth: 1225.12 AICc value: 1372.02.
## Fixed bandwidth: 757.559 AICc value: 1296.9.
## Fixed bandwidth: 468.594 AICc value: 1227.3.
## Fixed bandwidth: 290.003 AICc value: 1187.12.
## Fixed bandwidth: 179.628 AICc value: 1164.09.
## Fixed bandwidth: 111.412 AICc value: 1159.92.
## Fixed bandwidth: 69.2528 AICc value: 1203.68.
## Fixed bandwidth: 137.468 AICc value: 1158.38.
## Fixed bandwidth: 153.572 AICc value: 1159.91.
## Fixed bandwidth: 127.516 AICc value: 1158.18.
## Fixed bandwidth: 121.365 AICc value: 1158.48.
## Fixed bandwidth: 131.317 AICc value: 1158.17.
## Fixed bandwidth: 133.667 AICc value: 1158.22.
## Fixed bandwidth: 129.865 AICc value: 1158.16.
## Fixed bandwidth: 128.968 AICc value: 1158.17.
## Fixed bandwidth: 130.42 AICc value: 1158.16.
## Fixed bandwidth: 129.523 AICc value: 1158.16.
## The newly selected bandwidth for variable: Intercept is 129.865
## The bandwidth used in the last iteration is: 131.106 and the difference in bandwidths is: 1.2402
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1105.1.
## Fixed bandwidth: 1981.64 AICc value: 1102.49.
## Fixed bandwidth: 1225.12 AICc value: 1098.85.
## Fixed bandwidth: 757.559 AICc value: 1094.41.
## Fixed bandwidth: 468.594 AICc value: 1089.39.
## Fixed bandwidth: 290.003 AICc value: 1085.5.
## Fixed bandwidth: 179.628 AICc value: 1087.28.
## Fixed bandwidth: 358.219 AICc value: 1086.82.
## Fixed bandwidth: 247.843 AICc value: 1085.21.
## Fixed bandwidth: 221.787 AICc value: 1085.48.
## Fixed bandwidth: 263.947 AICc value: 1085.24.
## Fixed bandwidth: 237.891 AICc value: 1085.26.
## Fixed bandwidth: 253.994 AICc value: 1085.21.
## Fixed bandwidth: 257.796 AICc value: 1085.22.
## Fixed bandwidth: 251.645 AICc value: 1085.21.
## Fixed bandwidth: 250.193 AICc value: 1085.21.
## Fixed bandwidth: 252.542 AICc value: 1085.21.
## Fixed bandwidth: 251.09 AICc value: 1085.21.
## Fixed bandwidth: 251.988 AICc value: 1085.21.
## The newly selected bandwidth for variable: X1_miskin is 251.645
## The bandwidth used in the last iteration is: 247.843 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1103.81.
## Fixed bandwidth: 1981.64 AICc value: 1079.61.
## Fixed bandwidth: 1225.12 AICc value: 1063.89.
## Fixed bandwidth: 757.559 AICc value: 1059.35.
## Fixed bandwidth: 468.594 AICc value: 1060.1.
## Fixed bandwidth: 936.15 AICc value: 1060.31.
## Fixed bandwidth: 647.184 AICc value: 1059.27.
## Fixed bandwidth: 578.969 AICc value: 1059.43.
## Fixed bandwidth: 689.344 AICc value: 1059.26.
## Fixed bandwidth: 715.4 AICc value: 1059.27.
## Fixed bandwidth: 673.24 AICc value: 1059.25.
## Fixed bandwidth: 663.288 AICc value: 1059.26.
## Fixed bandwidth: 679.391 AICc value: 1059.25.
## Fixed bandwidth: 683.193 AICc value: 1059.25.
## The newly selected bandwidth for variable: X2_sanitasi is 679.391
## The bandwidth used in the last iteration is: 653.335 and the difference in bandwidths is: 26.056
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1063.5.
## Fixed bandwidth: 1981.64 AICc value: 1060.39.
## Fixed bandwidth: 1225.12 AICc value: 1058.21.
## Fixed bandwidth: 757.559 AICc value: 1057.77.
## Fixed bandwidth: 468.594 AICc value: 1058.84.
## Fixed bandwidth: 936.15 AICc value: 1057.76.
## Fixed bandwidth: 1046.53 AICc value: 1057.88.
## Fixed bandwidth: 867.935 AICc value: 1057.73.
## Fixed bandwidth: 825.775 AICc value: 1057.73.
## Fixed bandwidth: 893.991 AICc value: 1057.74.
## Fixed bandwidth: 851.831 AICc value: 1057.73.
## Fixed bandwidth: 841.879 AICc value: 1057.73.
## Fixed bandwidth: 857.982 AICc value: 1057.73.
## Fixed bandwidth: 848.03 AICc value: 1057.73.
## Fixed bandwidth: 854.181 AICc value: 1057.73.
## The newly selected bandwidth for variable: X3_merokok is 854.181
## The bandwidth used in the last iteration is: 861.784 and the difference in bandwidths is: 7.60305
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1087.32.
## Fixed bandwidth: 1981.64 AICc value: 1086.37.
## Fixed bandwidth: 1225.12 AICc value: 1084.81.
## Fixed bandwidth: 757.559 AICc value: 1082.38.
## Fixed bandwidth: 468.594 AICc value: 1079.5.
## Fixed bandwidth: 290.003 AICc value: 1078.15.
## Fixed bandwidth: 179.628 AICc value: 1081.24.
## Fixed bandwidth: 358.219 AICc value: 1078.37.
## Fixed bandwidth: 247.843 AICc value: 1078.54.
## Fixed bandwidth: 316.059 AICc value: 1078.15.
## Fixed bandwidth: 332.163 AICc value: 1078.2.
## Fixed bandwidth: 306.107 AICc value: 1078.13.
## Fixed bandwidth: 299.956 AICc value: 1078.13.
## The newly selected bandwidth for variable: X4_hunian is 306.107
## The bandwidth used in the last iteration is: 292.353 and the difference in bandwidths is: 13.754
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 6 change of RSS (dCVR) is 0.031872.
## Iteration 7
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1452.76.
## Fixed bandwidth: 1981.64 AICc value: 1426.17.
## Fixed bandwidth: 1225.12 AICc value: 1376.86.
## Fixed bandwidth: 757.559 AICc value: 1301.5.
## Fixed bandwidth: 468.594 AICc value: 1231.45.
## Fixed bandwidth: 290.003 AICc value: 1190.7.
## Fixed bandwidth: 179.628 AICc value: 1167.04.
## Fixed bandwidth: 111.412 AICc value: 1162.28.
## Fixed bandwidth: 69.2528 AICc value: 1205.54.
## Fixed bandwidth: 137.468 AICc value: 1160.99.
## Fixed bandwidth: 153.572 AICc value: 1162.66.
## Fixed bandwidth: 127.516 AICc value: 1160.7.
## Fixed bandwidth: 121.365 AICc value: 1160.93.
## Fixed bandwidth: 131.317 AICc value: 1160.73.
## Fixed bandwidth: 125.166 AICc value: 1160.74.
## Fixed bandwidth: 128.968 AICc value: 1160.7.
## Fixed bandwidth: 129.865 AICc value: 1160.7.
## Fixed bandwidth: 128.413 AICc value: 1160.69.
## Fixed bandwidth: 128.071 AICc value: 1160.7.
## Fixed bandwidth: 128.625 AICc value: 1160.69.
## The newly selected bandwidth for variable: Intercept is 128.625
## The bandwidth used in the last iteration is: 129.865 and the difference in bandwidths is: 1.2402
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.85.
## Fixed bandwidth: 1981.64 AICc value: 1102.3.
## Fixed bandwidth: 1225.12 AICc value: 1098.69.
## Fixed bandwidth: 757.559 AICc value: 1094.24.
## Fixed bandwidth: 468.594 AICc value: 1089.24.
## Fixed bandwidth: 290.003 AICc value: 1085.47.
## Fixed bandwidth: 179.628 AICc value: 1087.36.
## Fixed bandwidth: 358.219 AICc value: 1086.73.
## Fixed bandwidth: 247.843 AICc value: 1085.22.
## Fixed bandwidth: 221.787 AICc value: 1085.51.
## Fixed bandwidth: 263.947 AICc value: 1085.24.
## Fixed bandwidth: 237.891 AICc value: 1085.28.
## Fixed bandwidth: 253.994 AICc value: 1085.22.
## Fixed bandwidth: 257.796 AICc value: 1085.22.
## Fixed bandwidth: 251.645 AICc value: 1085.22.
## Fixed bandwidth: 255.447 AICc value: 1085.22.
## Fixed bandwidth: 253.097 AICc value: 1085.22.
## Fixed bandwidth: 254.549 AICc value: 1085.22.
## Fixed bandwidth: 253.652 AICc value: 1085.22.
## The newly selected bandwidth for variable: X1_miskin is 253.994
## The bandwidth used in the last iteration is: 251.645 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1100.26.
## Fixed bandwidth: 1981.64 AICc value: 1077.89.
## Fixed bandwidth: 1225.12 AICc value: 1063.44.
## Fixed bandwidth: 757.559 AICc value: 1059.34.
## Fixed bandwidth: 468.594 AICc value: 1060.17.
## Fixed bandwidth: 936.15 AICc value: 1060.18.
## Fixed bandwidth: 647.184 AICc value: 1059.31.
## Fixed bandwidth: 578.969 AICc value: 1059.49.
## Fixed bandwidth: 689.344 AICc value: 1059.28.
## Fixed bandwidth: 715.4 AICc value: 1059.29.
## Fixed bandwidth: 673.24 AICc value: 1059.28.
## Fixed bandwidth: 699.296 AICc value: 1059.28.
## Fixed bandwidth: 683.193 AICc value: 1059.28.
## Fixed bandwidth: 693.145 AICc value: 1059.28.
## Fixed bandwidth: 695.495 AICc value: 1059.28.
## Fixed bandwidth: 691.693 AICc value: 1059.28.
## The newly selected bandwidth for variable: X2_sanitasi is 693.145
## The bandwidth used in the last iteration is: 679.391 and the difference in bandwidths is: 13.754
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1063.93.
## Fixed bandwidth: 1981.64 AICc value: 1060.77.
## Fixed bandwidth: 1225.12 AICc value: 1058.53.
## Fixed bandwidth: 757.559 AICc value: 1058.06.
## Fixed bandwidth: 468.594 AICc value: 1059.09.
## Fixed bandwidth: 936.15 AICc value: 1058.06.
## Fixed bandwidth: 1046.53 AICc value: 1058.19.
## Fixed bandwidth: 867.935 AICc value: 1058.03.
## Fixed bandwidth: 825.775 AICc value: 1058.03.
## Fixed bandwidth: 799.719 AICc value: 1058.04.
## Fixed bandwidth: 841.879 AICc value: 1058.03.
## Fixed bandwidth: 851.831 AICc value: 1058.03.
## Fixed bandwidth: 835.728 AICc value: 1058.03.
## Fixed bandwidth: 845.68 AICc value: 1058.03.
## The newly selected bandwidth for variable: X3_merokok is 845.68
## The bandwidth used in the last iteration is: 854.181 and the difference in bandwidths is: 8.50046
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1084.72.
## Fixed bandwidth: 1981.64 AICc value: 1083.98.
## Fixed bandwidth: 1225.12 AICc value: 1082.62.
## Fixed bandwidth: 757.559 AICc value: 1080.39.
## Fixed bandwidth: 468.594 AICc value: 1077.74.
## Fixed bandwidth: 290.003 AICc value: 1076.65.
## Fixed bandwidth: 179.628 AICc value: 1080.04.
## Fixed bandwidth: 358.219 AICc value: 1076.75.
## Fixed bandwidth: 247.843 AICc value: 1077.14.
## Fixed bandwidth: 316.059 AICc value: 1076.6.
## Fixed bandwidth: 332.163 AICc value: 1076.63.
## Fixed bandwidth: 306.107 AICc value: 1076.6.
## Fixed bandwidth: 322.21 AICc value: 1076.6.
## Fixed bandwidth: 312.258 AICc value: 1076.6.
## Fixed bandwidth: 309.908 AICc value: 1076.6.
## Fixed bandwidth: 313.71 AICc value: 1076.6.
## The newly selected bandwidth for variable: X4_hunian is 312.258
## The bandwidth used in the last iteration is: 306.107 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 7 change of RSS (dCVR) is 0.0399878.
## Iteration 8
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1455.83.
## Fixed bandwidth: 1981.64 AICc value: 1429.24.
## Fixed bandwidth: 1225.12 AICc value: 1379.85.
## Fixed bandwidth: 757.559 AICc value: 1304.28.
## Fixed bandwidth: 468.594 AICc value: 1233.87.
## Fixed bandwidth: 290.003 AICc value: 1192.69.
## Fixed bandwidth: 179.628 AICc value: 1168.6.
## Fixed bandwidth: 111.412 AICc value: 1163.45.
## Fixed bandwidth: 69.2528 AICc value: 1206.41.
## Fixed bandwidth: 137.468 AICc value: 1162.33.
## Fixed bandwidth: 153.572 AICc value: 1164.08.
## Fixed bandwidth: 127.516 AICc value: 1161.98.
## Fixed bandwidth: 121.365 AICc value: 1162.17.
## Fixed bandwidth: 131.317 AICc value: 1162.03.
## Fixed bandwidth: 125.166 AICc value: 1162.01.
## Fixed bandwidth: 128.968 AICc value: 1161.98.
## Fixed bandwidth: 126.618 AICc value: 1161.98.
## Fixed bandwidth: 128.071 AICc value: 1161.98.
## Fixed bandwidth: 128.413 AICc value: 1161.98.
## Fixed bandwidth: 127.859 AICc value: 1161.98.
## Fixed bandwidth: 127.728 AICc value: 1161.98.
## The newly selected bandwidth for variable: Intercept is 127.859
## The bandwidth used in the last iteration is: 128.625 and the difference in bandwidths is: 0.766486
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.4.
## Fixed bandwidth: 1981.64 AICc value: 1101.91.
## Fixed bandwidth: 1225.12 AICc value: 1098.32.
## Fixed bandwidth: 757.559 AICc value: 1093.86.
## Fixed bandwidth: 468.594 AICc value: 1088.87.
## Fixed bandwidth: 290.003 AICc value: 1085.17.
## Fixed bandwidth: 179.628 AICc value: 1087.12.
## Fixed bandwidth: 358.219 AICc value: 1086.39.
## Fixed bandwidth: 247.843 AICc value: 1084.94.
## Fixed bandwidth: 221.787 AICc value: 1085.24.
## Fixed bandwidth: 263.947 AICc value: 1084.95.
## Fixed bandwidth: 237.891 AICc value: 1085.01.
## Fixed bandwidth: 253.994 AICc value: 1084.93.
## Fixed bandwidth: 257.796 AICc value: 1084.93.
## Fixed bandwidth: 251.645 AICc value: 1084.93.
## Fixed bandwidth: 255.447 AICc value: 1084.93.
## Fixed bandwidth: 256.344 AICc value: 1084.93.
## Fixed bandwidth: 254.892 AICc value: 1084.93.
## The newly selected bandwidth for variable: X1_miskin is 254.892
## The bandwidth used in the last iteration is: 253.994 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1097.01.
## Fixed bandwidth: 1981.64 AICc value: 1076.14.
## Fixed bandwidth: 1225.12 AICc value: 1062.71.
## Fixed bandwidth: 757.559 AICc value: 1058.96.
## Fixed bandwidth: 468.594 AICc value: 1059.84.
## Fixed bandwidth: 936.15 AICc value: 1059.71.
## Fixed bandwidth: 647.184 AICc value: 1058.96.
## Fixed bandwidth: 578.969 AICc value: 1059.15.
## Fixed bandwidth: 689.344 AICc value: 1058.92.
## Fixed bandwidth: 715.4 AICc value: 1058.92.
## Fixed bandwidth: 673.24 AICc value: 1058.93.
## Fixed bandwidth: 699.296 AICc value: 1058.92.
## Fixed bandwidth: 705.447 AICc value: 1058.92.
## The newly selected bandwidth for variable: X2_sanitasi is 699.296
## The bandwidth used in the last iteration is: 693.145 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1063.86.
## Fixed bandwidth: 1981.64 AICc value: 1060.64.
## Fixed bandwidth: 1225.12 AICc value: 1058.36.
## Fixed bandwidth: 757.559 AICc value: 1057.87.
## Fixed bandwidth: 468.594 AICc value: 1058.87.
## Fixed bandwidth: 936.15 AICc value: 1057.87.
## Fixed bandwidth: 647.184 AICc value: 1058.04.
## Fixed bandwidth: 825.775 AICc value: 1057.83.
## Fixed bandwidth: 867.935 AICc value: 1057.84.
## Fixed bandwidth: 799.719 AICc value: 1057.84.
## Fixed bandwidth: 841.879 AICc value: 1057.83.
## Fixed bandwidth: 851.831 AICc value: 1057.83.
## Fixed bandwidth: 835.728 AICc value: 1057.83.
## The newly selected bandwidth for variable: X3_merokok is 841.879
## The bandwidth used in the last iteration is: 845.68 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1083.02.
## Fixed bandwidth: 1981.64 AICc value: 1082.4.
## Fixed bandwidth: 1225.12 AICc value: 1081.16.
## Fixed bandwidth: 757.559 AICc value: 1079.05.
## Fixed bandwidth: 468.594 AICc value: 1076.55.
## Fixed bandwidth: 290.003 AICc value: 1075.63.
## Fixed bandwidth: 179.628 AICc value: 1079.19.
## Fixed bandwidth: 358.219 AICc value: 1075.65.
## Fixed bandwidth: 247.843 AICc value: 1076.17.
## Fixed bandwidth: 316.059 AICc value: 1075.54.
## Fixed bandwidth: 332.163 AICc value: 1075.56.
## Fixed bandwidth: 306.107 AICc value: 1075.56.
## Fixed bandwidth: 322.21 AICc value: 1075.54.
## Fixed bandwidth: 326.012 AICc value: 1075.55.
## Fixed bandwidth: 319.861 AICc value: 1075.54.
## Fixed bandwidth: 318.409 AICc value: 1075.54.
## The newly selected bandwidth for variable: X4_hunian is 319.861
## The bandwidth used in the last iteration is: 312.258 and the difference in bandwidths is: 7.60305
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 8 change of RSS (dCVR) is 0.0207501.
## Iteration 9
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1458.01.
## Fixed bandwidth: 1981.64 AICc value: 1431.43.
## Fixed bandwidth: 1225.12 AICc value: 1382.02.
## Fixed bandwidth: 757.559 AICc value: 1306.34.
## Fixed bandwidth: 468.594 AICc value: 1235.71.
## Fixed bandwidth: 290.003 AICc value: 1194.24.
## Fixed bandwidth: 179.628 AICc value: 1169.83.
## Fixed bandwidth: 111.412 AICc value: 1164.38.
## Fixed bandwidth: 69.2528 AICc value: 1207.07.
## Fixed bandwidth: 137.468 AICc value: 1163.39.
## Fixed bandwidth: 153.572 AICc value: 1165.21.
## Fixed bandwidth: 127.516 AICc value: 1162.99.
## Fixed bandwidth: 121.365 AICc value: 1163.15.
## Fixed bandwidth: 131.317 AICc value: 1163.06.
## Fixed bandwidth: 125.166 AICc value: 1163.01.
## Fixed bandwidth: 128.968 AICc value: 1163.
## Fixed bandwidth: 126.618 AICc value: 1162.99.
## Fixed bandwidth: 128.071 AICc value: 1162.99.
## Fixed bandwidth: 127.173 AICc value: 1162.99.
## Fixed bandwidth: 126.961 AICc value: 1162.99.
## Fixed bandwidth: 127.304 AICc value: 1162.99.
## The newly selected bandwidth for variable: Intercept is 127.304
## The bandwidth used in the last iteration is: 127.859 and the difference in bandwidths is: 0.554635
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.32.
## Fixed bandwidth: 1981.64 AICc value: 1101.88.
## Fixed bandwidth: 1225.12 AICc value: 1098.33.
## Fixed bandwidth: 757.559 AICc value: 1093.85.
## Fixed bandwidth: 468.594 AICc value: 1088.85.
## Fixed bandwidth: 290.003 AICc value: 1085.17.
## Fixed bandwidth: 179.628 AICc value: 1087.12.
## Fixed bandwidth: 358.219 AICc value: 1086.39.
## Fixed bandwidth: 247.843 AICc value: 1084.95.
## Fixed bandwidth: 221.787 AICc value: 1085.25.
## Fixed bandwidth: 263.947 AICc value: 1084.95.
## Fixed bandwidth: 237.891 AICc value: 1085.01.
## Fixed bandwidth: 253.994 AICc value: 1084.94.
## Fixed bandwidth: 257.796 AICc value: 1084.94.
## Fixed bandwidth: 251.645 AICc value: 1084.94.
## Fixed bandwidth: 255.447 AICc value: 1084.94.
## Fixed bandwidth: 256.344 AICc value: 1084.94.
## Fixed bandwidth: 254.892 AICc value: 1084.94.
## The newly selected bandwidth for variable: X1_miskin is 254.892
## The bandwidth used in the last iteration is: 254.892 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1094.53.
## Fixed bandwidth: 1981.64 AICc value: 1074.88.
## Fixed bandwidth: 1225.12 AICc value: 1062.28.
## Fixed bandwidth: 757.559 AICc value: 1058.8.
## Fixed bandwidth: 468.594 AICc value: 1059.71.
## Fixed bandwidth: 936.15 AICc value: 1059.48.
## Fixed bandwidth: 647.184 AICc value: 1058.82.
## Fixed bandwidth: 825.775 AICc value: 1058.96.
## Fixed bandwidth: 715.4 AICc value: 1058.77.
## Fixed bandwidth: 689.344 AICc value: 1058.78.
## Fixed bandwidth: 731.503 AICc value: 1058.78.
## Fixed bandwidth: 705.447 AICc value: 1058.77.
## Fixed bandwidth: 699.296 AICc value: 1058.77.
## Fixed bandwidth: 709.249 AICc value: 1058.77.
## Fixed bandwidth: 711.598 AICc value: 1058.77.
## Fixed bandwidth: 707.797 AICc value: 1058.77.
## The newly selected bandwidth for variable: X2_sanitasi is 709.249
## The bandwidth used in the last iteration is: 699.296 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1063.98.
## Fixed bandwidth: 1981.64 AICc value: 1060.72.
## Fixed bandwidth: 1225.12 AICc value: 1058.4.
## Fixed bandwidth: 757.559 AICc value: 1057.87.
## Fixed bandwidth: 468.594 AICc value: 1058.85.
## Fixed bandwidth: 936.15 AICc value: 1057.89.
## Fixed bandwidth: 647.184 AICc value: 1058.04.
## Fixed bandwidth: 825.775 AICc value: 1057.84.
## Fixed bandwidth: 867.935 AICc value: 1057.85.
## Fixed bandwidth: 799.719 AICc value: 1057.85.
## Fixed bandwidth: 841.879 AICc value: 1057.84.
## Fixed bandwidth: 815.823 AICc value: 1057.84.
## Fixed bandwidth: 831.926 AICc value: 1057.84.
## Fixed bandwidth: 835.728 AICc value: 1057.84.
## The newly selected bandwidth for variable: X3_merokok is 831.926
## The bandwidth used in the last iteration is: 841.879 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1081.62.
## Fixed bandwidth: 1981.64 AICc value: 1081.04.
## Fixed bandwidth: 1225.12 AICc value: 1079.87.
## Fixed bandwidth: 757.559 AICc value: 1077.85.
## Fixed bandwidth: 468.594 AICc value: 1075.48.
## Fixed bandwidth: 290.003 AICc value: 1074.71.
## Fixed bandwidth: 179.628 AICc value: 1078.43.
## Fixed bandwidth: 358.219 AICc value: 1074.66.
## Fixed bandwidth: 400.378 AICc value: 1074.91.
## Fixed bandwidth: 332.163 AICc value: 1074.59.
## Fixed bandwidth: 316.059 AICc value: 1074.6.
## Fixed bandwidth: 342.115 AICc value: 1074.61.
## Fixed bandwidth: 326.012 AICc value: 1074.59.
## Fixed bandwidth: 322.21 AICc value: 1074.59.
## Fixed bandwidth: 328.361 AICc value: 1074.59.
## Fixed bandwidth: 324.56 AICc value: 1074.59.
## The newly selected bandwidth for variable: X4_hunian is 324.56
## The bandwidth used in the last iteration is: 319.861 and the difference in bandwidths is: 4.69894
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 9 change of RSS (dCVR) is 0.0300548.
## Iteration 10
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1459.35.
## Fixed bandwidth: 1981.64 AICc value: 1432.77.
## Fixed bandwidth: 1225.12 AICc value: 1383.34.
## Fixed bandwidth: 757.559 AICc value: 1307.56.
## Fixed bandwidth: 468.594 AICc value: 1236.75.
## Fixed bandwidth: 290.003 AICc value: 1195.08.
## Fixed bandwidth: 179.628 AICc value: 1170.49.
## Fixed bandwidth: 111.412 AICc value: 1164.85.
## Fixed bandwidth: 69.2528 AICc value: 1207.38.
## Fixed bandwidth: 137.468 AICc value: 1163.95.
## Fixed bandwidth: 153.572 AICc value: 1165.81.
## Fixed bandwidth: 127.516 AICc value: 1163.52.
## Fixed bandwidth: 121.365 AICc value: 1163.66.
## Fixed bandwidth: 131.317 AICc value: 1163.6.
## Fixed bandwidth: 125.166 AICc value: 1163.53.
## Fixed bandwidth: 128.968 AICc value: 1163.53.
## Fixed bandwidth: 126.618 AICc value: 1163.52.
## Fixed bandwidth: 126.064 AICc value: 1163.52.
## Fixed bandwidth: 126.961 AICc value: 1163.51.
## Fixed bandwidth: 127.173 AICc value: 1163.51.
## Fixed bandwidth: 126.83 AICc value: 1163.51.
## The newly selected bandwidth for variable: Intercept is 126.961
## The bandwidth used in the last iteration is: 127.304 and the difference in bandwidths is: 0.342783
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.31.
## Fixed bandwidth: 1981.64 AICc value: 1101.92.
## Fixed bandwidth: 1225.12 AICc value: 1098.39.
## Fixed bandwidth: 757.559 AICc value: 1093.9.
## Fixed bandwidth: 468.594 AICc value: 1088.88.
## Fixed bandwidth: 290.003 AICc value: 1085.19.
## Fixed bandwidth: 179.628 AICc value: 1087.13.
## Fixed bandwidth: 358.219 AICc value: 1086.41.
## Fixed bandwidth: 247.843 AICc value: 1084.97.
## Fixed bandwidth: 221.787 AICc value: 1085.27.
## Fixed bandwidth: 263.947 AICc value: 1084.97.
## Fixed bandwidth: 237.891 AICc value: 1085.03.
## Fixed bandwidth: 253.994 AICc value: 1084.96.
## Fixed bandwidth: 257.796 AICc value: 1084.96.
## Fixed bandwidth: 251.645 AICc value: 1084.96.
## Fixed bandwidth: 255.447 AICc value: 1084.95.
## Fixed bandwidth: 256.344 AICc value: 1084.96.
## Fixed bandwidth: 254.892 AICc value: 1084.95.
## The newly selected bandwidth for variable: X1_miskin is 254.892
## The bandwidth used in the last iteration is: 254.892 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1092.38.
## Fixed bandwidth: 1981.64 AICc value: 1073.78.
## Fixed bandwidth: 1225.12 AICc value: 1061.9.
## Fixed bandwidth: 757.559 AICc value: 1058.66.
## Fixed bandwidth: 468.594 AICc value: 1059.59.
## Fixed bandwidth: 936.15 AICc value: 1059.28.
## Fixed bandwidth: 647.184 AICc value: 1058.7.
## Fixed bandwidth: 825.775 AICc value: 1058.8.
## Fixed bandwidth: 715.4 AICc value: 1058.64.
## Fixed bandwidth: 689.344 AICc value: 1058.65.
## Fixed bandwidth: 731.503 AICc value: 1058.64.
## Fixed bandwidth: 705.447 AICc value: 1058.64.
## Fixed bandwidth: 721.551 AICc value: 1058.64.
## Fixed bandwidth: 711.598 AICc value: 1058.64.
## Fixed bandwidth: 717.749 AICc value: 1058.64.
## The newly selected bandwidth for variable: X2_sanitasi is 715.4
## The bandwidth used in the last iteration is: 709.249 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.13.
## Fixed bandwidth: 1981.64 AICc value: 1060.82.
## Fixed bandwidth: 1225.12 AICc value: 1058.46.
## Fixed bandwidth: 757.559 AICc value: 1057.9.
## Fixed bandwidth: 468.594 AICc value: 1058.86.
## Fixed bandwidth: 936.15 AICc value: 1057.93.
## Fixed bandwidth: 647.184 AICc value: 1058.06.
## Fixed bandwidth: 825.775 AICc value: 1057.88.
## Fixed bandwidth: 867.935 AICc value: 1057.89.
## Fixed bandwidth: 799.719 AICc value: 1057.88.
## Fixed bandwidth: 841.879 AICc value: 1057.88.
## Fixed bandwidth: 815.823 AICc value: 1057.88.
## Fixed bandwidth: 831.926 AICc value: 1057.88.
## Fixed bandwidth: 821.974 AICc value: 1057.88.
## Fixed bandwidth: 828.125 AICc value: 1057.88.
## The newly selected bandwidth for variable: X3_merokok is 825.775
## The bandwidth used in the last iteration is: 831.926 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1080.79.
## Fixed bandwidth: 1981.64 AICc value: 1080.23.
## Fixed bandwidth: 1225.12 AICc value: 1079.08.
## Fixed bandwidth: 757.559 AICc value: 1077.11.
## Fixed bandwidth: 468.594 AICc value: 1074.83.
## Fixed bandwidth: 290.003 AICc value: 1074.15.
## Fixed bandwidth: 179.628 AICc value: 1077.96.
## Fixed bandwidth: 358.219 AICc value: 1074.06.
## Fixed bandwidth: 400.378 AICc value: 1074.29.
## Fixed bandwidth: 332.163 AICc value: 1074.01.
## Fixed bandwidth: 316.059 AICc value: 1074.02.
## Fixed bandwidth: 342.115 AICc value: 1074.02.
## Fixed bandwidth: 326.012 AICc value: 1074.01.
## The newly selected bandwidth for variable: X4_hunian is 332.163
## The bandwidth used in the last iteration is: 324.56 and the difference in bandwidths is: 7.60305
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 10 change of RSS (dCVR) is 0.0182516.
## Iteration 11
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1460.52.
## Fixed bandwidth: 1981.64 AICc value: 1433.96.
## Fixed bandwidth: 1225.12 AICc value: 1384.53.
## Fixed bandwidth: 757.559 AICc value: 1308.73.
## Fixed bandwidth: 468.594 AICc value: 1237.84.
## Fixed bandwidth: 290.003 AICc value: 1196.02.
## Fixed bandwidth: 179.628 AICc value: 1171.28.
## Fixed bandwidth: 111.412 AICc value: 1165.46.
## Fixed bandwidth: 69.2528 AICc value: 1207.79.
## Fixed bandwidth: 137.468 AICc value: 1164.64.
## Fixed bandwidth: 153.572 AICc value: 1166.55.
## Fixed bandwidth: 127.516 AICc value: 1164.18.
## Fixed bandwidth: 121.365 AICc value: 1164.31.
## Fixed bandwidth: 131.317 AICc value: 1164.27.
## Fixed bandwidth: 125.166 AICc value: 1164.19.
## Fixed bandwidth: 128.968 AICc value: 1164.2.
## Fixed bandwidth: 126.618 AICc value: 1164.18.
## Fixed bandwidth: 126.064 AICc value: 1164.18.
## Fixed bandwidth: 126.961 AICc value: 1164.18.
## Fixed bandwidth: 126.407 AICc value: 1164.18.
## Fixed bandwidth: 126.749 AICc value: 1164.18.
## Fixed bandwidth: 126.538 AICc value: 1164.18.
## The newly selected bandwidth for variable: Intercept is 126.538
## The bandwidth used in the last iteration is: 126.961 and the difference in bandwidths is: 0.423703
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.33.
## Fixed bandwidth: 1981.64 AICc value: 1101.98.
## Fixed bandwidth: 1225.12 AICc value: 1098.48.
## Fixed bandwidth: 757.559 AICc value: 1093.99.
## Fixed bandwidth: 468.594 AICc value: 1088.94.
## Fixed bandwidth: 290.003 AICc value: 1085.24.
## Fixed bandwidth: 179.628 AICc value: 1087.17.
## Fixed bandwidth: 358.219 AICc value: 1086.47.
## Fixed bandwidth: 247.843 AICc value: 1085.02.
## Fixed bandwidth: 221.787 AICc value: 1085.32.
## Fixed bandwidth: 263.947 AICc value: 1085.03.
## Fixed bandwidth: 237.891 AICc value: 1085.08.
## Fixed bandwidth: 253.994 AICc value: 1085.01.
## Fixed bandwidth: 257.796 AICc value: 1085.01.
## Fixed bandwidth: 251.645 AICc value: 1085.01.
## Fixed bandwidth: 255.447 AICc value: 1085.01.
## The newly selected bandwidth for variable: X1_miskin is 255.447
## The bandwidth used in the last iteration is: 254.892 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1090.72.
## Fixed bandwidth: 1981.64 AICc value: 1073.03.
## Fixed bandwidth: 1225.12 AICc value: 1061.76.
## Fixed bandwidth: 757.559 AICc value: 1058.72.
## Fixed bandwidth: 468.594 AICc value: 1059.67.
## Fixed bandwidth: 936.15 AICc value: 1059.29.
## Fixed bandwidth: 647.184 AICc value: 1058.78.
## Fixed bandwidth: 825.775 AICc value: 1058.84.
## Fixed bandwidth: 715.4 AICc value: 1058.7.
## Fixed bandwidth: 689.344 AICc value: 1058.72.
## Fixed bandwidth: 731.503 AICc value: 1058.71.
## Fixed bandwidth: 705.447 AICc value: 1058.71.
## Fixed bandwidth: 721.551 AICc value: 1058.7.
## Fixed bandwidth: 725.352 AICc value: 1058.7.
## Fixed bandwidth: 719.201 AICc value: 1058.7.
## The newly selected bandwidth for variable: X2_sanitasi is 721.551
## The bandwidth used in the last iteration is: 715.4 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.43.
## Fixed bandwidth: 1981.64 AICc value: 1061.08.
## Fixed bandwidth: 1225.12 AICc value: 1058.68.
## Fixed bandwidth: 757.559 AICc value: 1058.1.
## Fixed bandwidth: 468.594 AICc value: 1059.02.
## Fixed bandwidth: 936.15 AICc value: 1058.14.
## Fixed bandwidth: 647.184 AICc value: 1058.24.
## Fixed bandwidth: 825.775 AICc value: 1058.08.
## Fixed bandwidth: 867.935 AICc value: 1058.09.
## Fixed bandwidth: 799.719 AICc value: 1058.08.
## Fixed bandwidth: 841.879 AICc value: 1058.08.
## Fixed bandwidth: 815.823 AICc value: 1058.08.
## The newly selected bandwidth for variable: X3_merokok is 815.823
## The bandwidth used in the last iteration is: 825.775 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.92.
## Fixed bandwidth: 1981.64 AICc value: 1079.35.
## Fixed bandwidth: 1225.12 AICc value: 1078.21.
## Fixed bandwidth: 757.559 AICc value: 1076.29.
## Fixed bandwidth: 468.594 AICc value: 1074.09.
## Fixed bandwidth: 290.003 AICc value: 1073.51.
## Fixed bandwidth: 179.628 AICc value: 1077.42.
## Fixed bandwidth: 358.219 AICc value: 1073.38.
## Fixed bandwidth: 400.378 AICc value: 1073.58.
## Fixed bandwidth: 332.163 AICc value: 1073.34.
## Fixed bandwidth: 316.059 AICc value: 1073.37.
## Fixed bandwidth: 342.115 AICc value: 1073.35.
## Fixed bandwidth: 326.012 AICc value: 1073.35.
## Fixed bandwidth: 335.964 AICc value: 1073.34.
## Fixed bandwidth: 329.813 AICc value: 1073.34.
## Fixed bandwidth: 333.615 AICc value: 1073.34.
## Fixed bandwidth: 334.512 AICc value: 1073.34.
## The newly selected bandwidth for variable: X4_hunian is 333.615
## The bandwidth used in the last iteration is: 332.163 and the difference in bandwidths is: 1.45205
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 11 change of RSS (dCVR) is 0.0319749.
## Iteration 12
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1461.23.
## Fixed bandwidth: 1981.64 AICc value: 1434.67.
## Fixed bandwidth: 1225.12 AICc value: 1385.22.
## Fixed bandwidth: 757.559 AICc value: 1309.35.
## Fixed bandwidth: 468.594 AICc value: 1238.36.
## Fixed bandwidth: 290.003 AICc value: 1196.42.
## Fixed bandwidth: 179.628 AICc value: 1171.57.
## Fixed bandwidth: 111.412 AICc value: 1165.64.
## Fixed bandwidth: 69.2528 AICc value: 1207.84.
## Fixed bandwidth: 137.468 AICc value: 1164.87.
## Fixed bandwidth: 153.572 AICc value: 1166.8.
## Fixed bandwidth: 127.516 AICc value: 1164.4.
## Fixed bandwidth: 121.365 AICc value: 1164.51.
## Fixed bandwidth: 131.317 AICc value: 1164.49.
## Fixed bandwidth: 125.166 AICc value: 1164.4.
## Fixed bandwidth: 128.968 AICc value: 1164.42.
## Fixed bandwidth: 126.618 AICc value: 1164.39.
## Fixed bandwidth: 126.064 AICc value: 1164.39.
## Fixed bandwidth: 126.961 AICc value: 1164.39.
## Fixed bandwidth: 126.407 AICc value: 1164.39.
## Fixed bandwidth: 126.276 AICc value: 1164.39.
## The newly selected bandwidth for variable: Intercept is 126.407
## The bandwidth used in the last iteration is: 126.538 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.21.
## Fixed bandwidth: 1981.64 AICc value: 1101.89.
## Fixed bandwidth: 1225.12 AICc value: 1098.42.
## Fixed bandwidth: 757.559 AICc value: 1093.92.
## Fixed bandwidth: 468.594 AICc value: 1088.86.
## Fixed bandwidth: 290.003 AICc value: 1085.17.
## Fixed bandwidth: 179.628 AICc value: 1087.09.
## Fixed bandwidth: 358.219 AICc value: 1086.39.
## Fixed bandwidth: 247.843 AICc value: 1084.94.
## Fixed bandwidth: 221.787 AICc value: 1085.24.
## Fixed bandwidth: 263.947 AICc value: 1084.95.
## Fixed bandwidth: 237.891 AICc value: 1085.
## Fixed bandwidth: 253.994 AICc value: 1084.93.
## Fixed bandwidth: 257.796 AICc value: 1084.93.
## Fixed bandwidth: 251.645 AICc value: 1084.93.
## Fixed bandwidth: 255.447 AICc value: 1084.93.
## The newly selected bandwidth for variable: X1_miskin is 255.447
## The bandwidth used in the last iteration is: 255.447 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1089.04.
## Fixed bandwidth: 1981.64 AICc value: 1072.14.
## Fixed bandwidth: 1225.12 AICc value: 1061.41.
## Fixed bandwidth: 757.559 AICc value: 1058.56.
## Fixed bandwidth: 468.594 AICc value: 1059.54.
## Fixed bandwidth: 936.15 AICc value: 1059.08.
## Fixed bandwidth: 647.184 AICc value: 1058.63.
## Fixed bandwidth: 825.775 AICc value: 1058.67.
## Fixed bandwidth: 715.4 AICc value: 1058.55.
## Fixed bandwidth: 689.344 AICc value: 1058.57.
## Fixed bandwidth: 731.503 AICc value: 1058.55.
## Fixed bandwidth: 741.456 AICc value: 1058.55.
## Fixed bandwidth: 725.352 AICc value: 1058.55.
## Fixed bandwidth: 721.551 AICc value: 1058.55.
## Fixed bandwidth: 727.702 AICc value: 1058.55.
## The newly selected bandwidth for variable: X2_sanitasi is 727.702
## The bandwidth used in the last iteration is: 721.551 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.55.
## Fixed bandwidth: 1981.64 AICc value: 1061.16.
## Fixed bandwidth: 1225.12 AICc value: 1058.72.
## Fixed bandwidth: 757.559 AICc value: 1058.11.
## Fixed bandwidth: 468.594 AICc value: 1059.02.
## Fixed bandwidth: 936.15 AICc value: 1058.16.
## Fixed bandwidth: 647.184 AICc value: 1058.26.
## Fixed bandwidth: 825.775 AICc value: 1058.1.
## Fixed bandwidth: 867.935 AICc value: 1058.11.
## Fixed bandwidth: 799.719 AICc value: 1058.1.
## Fixed bandwidth: 841.879 AICc value: 1058.1.
## Fixed bandwidth: 815.823 AICc value: 1058.1.
## Fixed bandwidth: 809.672 AICc value: 1058.1.
## The newly selected bandwidth for variable: X3_merokok is 815.823
## The bandwidth used in the last iteration is: 815.823 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.74.
## Fixed bandwidth: 1981.64 AICc value: 1079.12.
## Fixed bandwidth: 1225.12 AICc value: 1077.95.
## Fixed bandwidth: 757.559 AICc value: 1076.03.
## Fixed bandwidth: 468.594 AICc value: 1073.86.
## Fixed bandwidth: 290.003 AICc value: 1073.33.
## Fixed bandwidth: 179.628 AICc value: 1077.25.
## Fixed bandwidth: 358.219 AICc value: 1073.18.
## Fixed bandwidth: 400.378 AICc value: 1073.37.
## Fixed bandwidth: 332.163 AICc value: 1073.15.
## Fixed bandwidth: 316.059 AICc value: 1073.18.
## Fixed bandwidth: 342.115 AICc value: 1073.15.
## Fixed bandwidth: 326.012 AICc value: 1073.15.
## Fixed bandwidth: 335.964 AICc value: 1073.15.
## Fixed bandwidth: 338.314 AICc value: 1073.15.
## Fixed bandwidth: 334.512 AICc value: 1073.15.
## The newly selected bandwidth for variable: X4_hunian is 334.512
## The bandwidth used in the last iteration is: 333.615 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 12 change of RSS (dCVR) is 0.0146413.
## Iteration 13
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1461.74.
## Fixed bandwidth: 1981.64 AICc value: 1435.17.
## Fixed bandwidth: 1225.12 AICc value: 1385.69.
## Fixed bandwidth: 757.559 AICc value: 1309.76.
## Fixed bandwidth: 468.594 AICc value: 1238.68.
## Fixed bandwidth: 290.003 AICc value: 1196.66.
## Fixed bandwidth: 179.628 AICc value: 1171.75.
## Fixed bandwidth: 111.412 AICc value: 1165.75.
## Fixed bandwidth: 69.2528 AICc value: 1207.85.
## Fixed bandwidth: 137.468 AICc value: 1165.02.
## Fixed bandwidth: 153.572 AICc value: 1166.97.
## Fixed bandwidth: 127.516 AICc value: 1164.53.
## Fixed bandwidth: 121.365 AICc value: 1164.64.
## Fixed bandwidth: 131.317 AICc value: 1164.63.
## Fixed bandwidth: 125.166 AICc value: 1164.53.
## Fixed bandwidth: 123.714 AICc value: 1164.55.
## Fixed bandwidth: 126.064 AICc value: 1164.52.
## Fixed bandwidth: 126.618 AICc value: 1164.52.
## Fixed bandwidth: 125.721 AICc value: 1164.52.
## Fixed bandwidth: 126.276 AICc value: 1164.52.
## The newly selected bandwidth for variable: Intercept is 126.276
## The bandwidth used in the last iteration is: 126.407 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.11.
## Fixed bandwidth: 1981.64 AICc value: 1101.83.
## Fixed bandwidth: 1225.12 AICc value: 1098.37.
## Fixed bandwidth: 757.559 AICc value: 1093.87.
## Fixed bandwidth: 468.594 AICc value: 1088.8.
## Fixed bandwidth: 290.003 AICc value: 1085.11.
## Fixed bandwidth: 179.628 AICc value: 1087.03.
## Fixed bandwidth: 358.219 AICc value: 1086.33.
## Fixed bandwidth: 247.843 AICc value: 1084.88.
## Fixed bandwidth: 221.787 AICc value: 1085.18.
## Fixed bandwidth: 263.947 AICc value: 1084.89.
## Fixed bandwidth: 237.891 AICc value: 1084.94.
## Fixed bandwidth: 253.994 AICc value: 1084.87.
## Fixed bandwidth: 257.796 AICc value: 1084.87.
## Fixed bandwidth: 251.645 AICc value: 1084.87.
## Fixed bandwidth: 255.447 AICc value: 1084.87.
## The newly selected bandwidth for variable: X1_miskin is 255.447
## The bandwidth used in the last iteration is: 255.447 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1087.52.
## Fixed bandwidth: 1981.64 AICc value: 1071.35.
## Fixed bandwidth: 1225.12 AICc value: 1061.11.
## Fixed bandwidth: 757.559 AICc value: 1058.43.
## Fixed bandwidth: 468.594 AICc value: 1059.43.
## Fixed bandwidth: 936.15 AICc value: 1058.9.
## Fixed bandwidth: 647.184 AICc value: 1058.52.
## Fixed bandwidth: 825.775 AICc value: 1058.52.
## Fixed bandwidth: 715.4 AICc value: 1058.43.
## Fixed bandwidth: 689.344 AICc value: 1058.45.
## Fixed bandwidth: 731.503 AICc value: 1058.42.
## Fixed bandwidth: 741.456 AICc value: 1058.42.
## Fixed bandwidth: 725.352 AICc value: 1058.42.
## Fixed bandwidth: 735.305 AICc value: 1058.42.
## The newly selected bandwidth for variable: X2_sanitasi is 735.305
## The bandwidth used in the last iteration is: 727.702 and the difference in bandwidths is: 7.60305
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.58.
## Fixed bandwidth: 1981.64 AICc value: 1061.17.
## Fixed bandwidth: 1225.12 AICc value: 1058.7.
## Fixed bandwidth: 757.559 AICc value: 1058.08.
## Fixed bandwidth: 468.594 AICc value: 1058.97.
## Fixed bandwidth: 936.15 AICc value: 1058.14.
## Fixed bandwidth: 647.184 AICc value: 1058.22.
## Fixed bandwidth: 825.775 AICc value: 1058.07.
## Fixed bandwidth: 867.935 AICc value: 1058.08.
## Fixed bandwidth: 799.719 AICc value: 1058.07.
## Fixed bandwidth: 783.616 AICc value: 1058.07.
## Fixed bandwidth: 809.672 AICc value: 1058.07.
## Fixed bandwidth: 815.823 AICc value: 1058.07.
## Fixed bandwidth: 805.87 AICc value: 1058.07.
## Fixed bandwidth: 812.021 AICc value: 1058.07.
## The newly selected bandwidth for variable: X3_merokok is 809.672
## The bandwidth used in the last iteration is: 815.823 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.64.
## Fixed bandwidth: 1981.64 AICc value: 1078.96.
## Fixed bandwidth: 1225.12 AICc value: 1077.74.
## Fixed bandwidth: 757.559 AICc value: 1075.81.
## Fixed bandwidth: 468.594 AICc value: 1073.65.
## Fixed bandwidth: 290.003 AICc value: 1073.14.
## Fixed bandwidth: 179.628 AICc value: 1077.08.
## Fixed bandwidth: 358.219 AICc value: 1072.98.
## Fixed bandwidth: 400.378 AICc value: 1073.17.
## Fixed bandwidth: 332.163 AICc value: 1072.95.
## Fixed bandwidth: 316.059 AICc value: 1072.98.
## Fixed bandwidth: 342.115 AICc value: 1072.96.
## Fixed bandwidth: 326.012 AICc value: 1072.96.
## Fixed bandwidth: 335.964 AICc value: 1072.95.
## Fixed bandwidth: 338.314 AICc value: 1072.95.
## Fixed bandwidth: 334.512 AICc value: 1072.95.
## Fixed bandwidth: 336.862 AICc value: 1072.95.
## The newly selected bandwidth for variable: X4_hunian is 335.964
## The bandwidth used in the last iteration is: 334.512 and the difference in bandwidths is: 1.45205
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 13 change of RSS (dCVR) is 0.010571.
## Iteration 14
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1462.19.
## Fixed bandwidth: 1981.64 AICc value: 1435.61.
## Fixed bandwidth: 1225.12 AICc value: 1386.11.
## Fixed bandwidth: 757.559 AICc value: 1310.12.
## Fixed bandwidth: 468.594 AICc value: 1238.97.
## Fixed bandwidth: 290.003 AICc value: 1196.89.
## Fixed bandwidth: 179.628 AICc value: 1171.93.
## Fixed bandwidth: 111.412 AICc value: 1165.87.
## Fixed bandwidth: 69.2528 AICc value: 1207.86.
## Fixed bandwidth: 137.468 AICc value: 1165.17.
## Fixed bandwidth: 153.572 AICc value: 1167.13.
## Fixed bandwidth: 127.516 AICc value: 1164.67.
## Fixed bandwidth: 121.365 AICc value: 1164.77.
## Fixed bandwidth: 131.317 AICc value: 1164.78.
## Fixed bandwidth: 125.166 AICc value: 1164.67.
## Fixed bandwidth: 123.714 AICc value: 1164.69.
## Fixed bandwidth: 126.064 AICc value: 1164.66.
## Fixed bandwidth: 126.618 AICc value: 1164.66.
## Fixed bandwidth: 125.721 AICc value: 1164.66.
## Fixed bandwidth: 126.276 AICc value: 1164.66.
## Fixed bandwidth: 125.933 AICc value: 1164.66.
## Fixed bandwidth: 126.145 AICc value: 1164.66.
## The newly selected bandwidth for variable: Intercept is 126.064
## The bandwidth used in the last iteration is: 126.276 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.89.
## Fixed bandwidth: 1981.64 AICc value: 1101.64.
## Fixed bandwidth: 1225.12 AICc value: 1098.2.
## Fixed bandwidth: 757.559 AICc value: 1093.7.
## Fixed bandwidth: 468.594 AICc value: 1088.64.
## Fixed bandwidth: 290.003 AICc value: 1084.95.
## Fixed bandwidth: 179.628 AICc value: 1086.88.
## Fixed bandwidth: 358.219 AICc value: 1086.16.
## Fixed bandwidth: 247.843 AICc value: 1084.72.
## Fixed bandwidth: 221.787 AICc value: 1085.02.
## Fixed bandwidth: 263.947 AICc value: 1084.73.
## Fixed bandwidth: 237.891 AICc value: 1084.79.
## Fixed bandwidth: 253.994 AICc value: 1084.71.
## Fixed bandwidth: 257.796 AICc value: 1084.71.
## Fixed bandwidth: 251.645 AICc value: 1084.71.
## Fixed bandwidth: 255.447 AICc value: 1084.71.
## Fixed bandwidth: 256.344 AICc value: 1084.71.
## Fixed bandwidth: 254.892 AICc value: 1084.71.
## The newly selected bandwidth for variable: X1_miskin is 254.892
## The bandwidth used in the last iteration is: 255.447 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1085.89.
## Fixed bandwidth: 1981.64 AICc value: 1070.39.
## Fixed bandwidth: 1225.12 AICc value: 1060.6.
## Fixed bandwidth: 757.559 AICc value: 1058.08.
## Fixed bandwidth: 468.594 AICc value: 1059.11.
## Fixed bandwidth: 936.15 AICc value: 1058.52.
## Fixed bandwidth: 647.184 AICc value: 1058.19.
## Fixed bandwidth: 825.775 AICc value: 1058.16.
## Fixed bandwidth: 715.4 AICc value: 1058.09.
## Fixed bandwidth: 783.616 AICc value: 1058.1.
## Fixed bandwidth: 741.456 AICc value: 1058.08.
## Fixed bandwidth: 731.503 AICc value: 1058.08.
## Fixed bandwidth: 747.607 AICc value: 1058.08.
## Fixed bandwidth: 737.654 AICc value: 1058.08.
## Fixed bandwidth: 743.805 AICc value: 1058.08.
## The newly selected bandwidth for variable: X2_sanitasi is 741.456
## The bandwidth used in the last iteration is: 735.305 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.44.
## Fixed bandwidth: 1981.64 AICc value: 1061.
## Fixed bandwidth: 1225.12 AICc value: 1058.51.
## Fixed bandwidth: 757.559 AICc value: 1057.87.
## Fixed bandwidth: 468.594 AICc value: 1058.75.
## Fixed bandwidth: 936.15 AICc value: 1057.93.
## Fixed bandwidth: 647.184 AICc value: 1058.01.
## Fixed bandwidth: 825.775 AICc value: 1057.86.
## Fixed bandwidth: 867.935 AICc value: 1057.88.
## Fixed bandwidth: 799.719 AICc value: 1057.86.
## Fixed bandwidth: 783.616 AICc value: 1057.86.
## Fixed bandwidth: 809.672 AICc value: 1057.86.
## Fixed bandwidth: 815.823 AICc value: 1057.86.
## Fixed bandwidth: 805.87 AICc value: 1057.86.
## The newly selected bandwidth for variable: X3_merokok is 805.87
## The bandwidth used in the last iteration is: 809.672 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.37.
## Fixed bandwidth: 1981.64 AICc value: 1078.62.
## Fixed bandwidth: 1225.12 AICc value: 1077.34.
## Fixed bandwidth: 757.559 AICc value: 1075.39.
## Fixed bandwidth: 468.594 AICc value: 1073.25.
## Fixed bandwidth: 290.003 AICc value: 1072.77.
## Fixed bandwidth: 179.628 AICc value: 1076.72.
## Fixed bandwidth: 358.219 AICc value: 1072.6.
## Fixed bandwidth: 400.378 AICc value: 1072.78.
## Fixed bandwidth: 332.163 AICc value: 1072.57.
## Fixed bandwidth: 316.059 AICc value: 1072.61.
## Fixed bandwidth: 342.115 AICc value: 1072.57.
## Fixed bandwidth: 348.266 AICc value: 1072.58.
## Fixed bandwidth: 338.314 AICc value: 1072.57.
## Fixed bandwidth: 335.964 AICc value: 1072.57.
## Fixed bandwidth: 339.766 AICc value: 1072.57.
## Fixed bandwidth: 337.416 AICc value: 1072.57.
## The newly selected bandwidth for variable: X4_hunian is 337.416
## The bandwidth used in the last iteration is: 335.964 and the difference in bandwidths is: 1.45205
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 14 change of RSS (dCVR) is 0.0219092.
## Iteration 15
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1462.59.
## Fixed bandwidth: 1981.64 AICc value: 1435.99.
## Fixed bandwidth: 1225.12 AICc value: 1386.44.
## Fixed bandwidth: 757.559 AICc value: 1310.4.
## Fixed bandwidth: 468.594 AICc value: 1239.17.
## Fixed bandwidth: 290.003 AICc value: 1197.04.
## Fixed bandwidth: 179.628 AICc value: 1172.04.
## Fixed bandwidth: 111.412 AICc value: 1165.92.
## Fixed bandwidth: 69.2528 AICc value: 1207.81.
## Fixed bandwidth: 137.468 AICc value: 1165.26.
## Fixed bandwidth: 153.572 AICc value: 1167.23.
## Fixed bandwidth: 127.516 AICc value: 1164.75.
## Fixed bandwidth: 121.365 AICc value: 1164.84.
## Fixed bandwidth: 131.317 AICc value: 1164.86.
## Fixed bandwidth: 125.166 AICc value: 1164.74.
## Fixed bandwidth: 123.714 AICc value: 1164.76.
## Fixed bandwidth: 126.064 AICc value: 1164.74.
## Fixed bandwidth: 126.618 AICc value: 1164.74.
## Fixed bandwidth: 125.721 AICc value: 1164.74.
## Fixed bandwidth: 126.276 AICc value: 1164.74.
## Fixed bandwidth: 125.933 AICc value: 1164.74.
## The newly selected bandwidth for variable: Intercept is 125.933
## The bandwidth used in the last iteration is: 126.064 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.84.
## Fixed bandwidth: 1981.64 AICc value: 1101.62.
## Fixed bandwidth: 1225.12 AICc value: 1098.2.
## Fixed bandwidth: 757.559 AICc value: 1093.7.
## Fixed bandwidth: 468.594 AICc value: 1088.62.
## Fixed bandwidth: 290.003 AICc value: 1084.92.
## Fixed bandwidth: 179.628 AICc value: 1086.84.
## Fixed bandwidth: 358.219 AICc value: 1086.14.
## Fixed bandwidth: 247.843 AICc value: 1084.7.
## Fixed bandwidth: 221.787 AICc value: 1084.99.
## Fixed bandwidth: 263.947 AICc value: 1084.7.
## Fixed bandwidth: 237.891 AICc value: 1084.76.
## Fixed bandwidth: 253.994 AICc value: 1084.69.
## Fixed bandwidth: 257.796 AICc value: 1084.69.
## Fixed bandwidth: 251.645 AICc value: 1084.69.
## Fixed bandwidth: 255.447 AICc value: 1084.69.
## The newly selected bandwidth for variable: X1_miskin is 253.994
## The bandwidth used in the last iteration is: 254.892 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1084.41.
## Fixed bandwidth: 1981.64 AICc value: 1069.54.
## Fixed bandwidth: 1225.12 AICc value: 1060.18.
## Fixed bandwidth: 757.559 AICc value: 1057.81.
## Fixed bandwidth: 468.594 AICc value: 1058.87.
## Fixed bandwidth: 936.15 AICc value: 1058.2.
## Fixed bandwidth: 647.184 AICc value: 1057.93.
## Fixed bandwidth: 825.775 AICc value: 1057.88.
## Fixed bandwidth: 715.4 AICc value: 1057.82.
## Fixed bandwidth: 783.616 AICc value: 1057.83.
## Fixed bandwidth: 741.456 AICc value: 1057.81.
## Fixed bandwidth: 731.503 AICc value: 1057.81.
## Fixed bandwidth: 747.607 AICc value: 1057.81.
## Fixed bandwidth: 751.408 AICc value: 1057.81.
## Fixed bandwidth: 745.257 AICc value: 1057.81.
## The newly selected bandwidth for variable: X2_sanitasi is 747.607
## The bandwidth used in the last iteration is: 741.456 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.34.
## Fixed bandwidth: 1981.64 AICc value: 1060.87.
## Fixed bandwidth: 1225.12 AICc value: 1058.36.
## Fixed bandwidth: 757.559 AICc value: 1057.71.
## Fixed bandwidth: 468.594 AICc value: 1058.58.
## Fixed bandwidth: 936.15 AICc value: 1057.78.
## Fixed bandwidth: 647.184 AICc value: 1057.84.
## Fixed bandwidth: 825.775 AICc value: 1057.7.
## Fixed bandwidth: 867.935 AICc value: 1057.72.
## Fixed bandwidth: 799.719 AICc value: 1057.7.
## Fixed bandwidth: 783.616 AICc value: 1057.7.
## Fixed bandwidth: 809.672 AICc value: 1057.7.
## The newly selected bandwidth for variable: X3_merokok is 809.672
## The bandwidth used in the last iteration is: 805.87 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.25.
## Fixed bandwidth: 1981.64 AICc value: 1078.41.
## Fixed bandwidth: 1225.12 AICc value: 1077.07.
## Fixed bandwidth: 757.559 AICc value: 1075.1.
## Fixed bandwidth: 468.594 AICc value: 1072.97.
## Fixed bandwidth: 290.003 AICc value: 1072.51.
## Fixed bandwidth: 179.628 AICc value: 1076.47.
## Fixed bandwidth: 358.219 AICc value: 1072.33.
## Fixed bandwidth: 400.378 AICc value: 1072.5.
## Fixed bandwidth: 332.163 AICc value: 1072.31.
## Fixed bandwidth: 316.059 AICc value: 1072.34.
## Fixed bandwidth: 342.115 AICc value: 1072.31.
## Fixed bandwidth: 348.266 AICc value: 1072.31.
## Fixed bandwidth: 338.314 AICc value: 1072.31.
## Fixed bandwidth: 335.964 AICc value: 1072.31.
## Fixed bandwidth: 339.766 AICc value: 1072.31.
## Fixed bandwidth: 337.416 AICc value: 1072.31.
## The newly selected bandwidth for variable: X4_hunian is 338.314
## The bandwidth used in the last iteration is: 337.416 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 15 change of RSS (dCVR) is 0.0189286.
## Iteration 16
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1462.9.
## Fixed bandwidth: 1981.64 AICc value: 1436.28.
## Fixed bandwidth: 1225.12 AICc value: 1386.69.
## Fixed bandwidth: 757.559 AICc value: 1310.58.
## Fixed bandwidth: 468.594 AICc value: 1239.29.
## Fixed bandwidth: 290.003 AICc value: 1197.11.
## Fixed bandwidth: 179.628 AICc value: 1172.1.
## Fixed bandwidth: 111.412 AICc value: 1165.94.
## Fixed bandwidth: 69.2528 AICc value: 1207.73.
## Fixed bandwidth: 137.468 AICc value: 1165.29.
## Fixed bandwidth: 153.572 AICc value: 1167.28.
## Fixed bandwidth: 127.516 AICc value: 1164.78.
## Fixed bandwidth: 121.365 AICc value: 1164.86.
## Fixed bandwidth: 131.317 AICc value: 1164.89.
## Fixed bandwidth: 125.166 AICc value: 1164.77.
## Fixed bandwidth: 123.714 AICc value: 1164.79.
## Fixed bandwidth: 126.064 AICc value: 1164.76.
## Fixed bandwidth: 126.618 AICc value: 1164.77.
## Fixed bandwidth: 125.721 AICc value: 1164.76.
## Fixed bandwidth: 125.509 AICc value: 1164.76.
## Fixed bandwidth: 125.852 AICc value: 1164.76.
## The newly selected bandwidth for variable: Intercept is 125.852
## The bandwidth used in the last iteration is: 125.933 and the difference in bandwidths is: 0.0809201
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.94.
## Fixed bandwidth: 1981.64 AICc value: 1101.74.
## Fixed bandwidth: 1225.12 AICc value: 1098.33.
## Fixed bandwidth: 757.559 AICc value: 1093.82.
## Fixed bandwidth: 468.594 AICc value: 1088.72.
## Fixed bandwidth: 290.003 AICc value: 1085.
## Fixed bandwidth: 179.628 AICc value: 1086.9.
## Fixed bandwidth: 358.219 AICc value: 1086.23.
## Fixed bandwidth: 247.843 AICc value: 1084.77.
## Fixed bandwidth: 221.787 AICc value: 1085.06.
## Fixed bandwidth: 263.947 AICc value: 1084.78.
## Fixed bandwidth: 237.891 AICc value: 1084.83.
## Fixed bandwidth: 253.994 AICc value: 1084.76.
## Fixed bandwidth: 257.796 AICc value: 1084.76.
## Fixed bandwidth: 251.645 AICc value: 1084.76.
## Fixed bandwidth: 255.447 AICc value: 1084.76.
## Fixed bandwidth: 253.097 AICc value: 1084.76.
## Fixed bandwidth: 254.549 AICc value: 1084.76.
## The newly selected bandwidth for variable: X1_miskin is 254.549
## The bandwidth used in the last iteration is: 253.994 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1083.4.
## Fixed bandwidth: 1981.64 AICc value: 1069.12.
## Fixed bandwidth: 1225.12 AICc value: 1060.17.
## Fixed bandwidth: 757.559 AICc value: 1057.94.
## Fixed bandwidth: 468.594 AICc value: 1059.01.
## Fixed bandwidth: 936.15 AICc value: 1058.29.
## Fixed bandwidth: 647.184 AICc value: 1058.07.
## Fixed bandwidth: 825.775 AICc value: 1057.99.
## Fixed bandwidth: 715.4 AICc value: 1057.95.
## Fixed bandwidth: 783.616 AICc value: 1057.95.
## Fixed bandwidth: 741.456 AICc value: 1057.94.
## Fixed bandwidth: 767.512 AICc value: 1057.94.
## Fixed bandwidth: 751.408 AICc value: 1057.94.
## The newly selected bandwidth for variable: X2_sanitasi is 751.408
## The bandwidth used in the last iteration is: 747.607 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.5.
## Fixed bandwidth: 1981.64 AICc value: 1061.02.
## Fixed bandwidth: 1225.12 AICc value: 1058.5.
## Fixed bandwidth: 757.559 AICc value: 1057.85.
## Fixed bandwidth: 468.594 AICc value: 1058.71.
## Fixed bandwidth: 936.15 AICc value: 1057.92.
## Fixed bandwidth: 647.184 AICc value: 1057.97.
## Fixed bandwidth: 825.775 AICc value: 1057.84.
## Fixed bandwidth: 867.935 AICc value: 1057.85.
## Fixed bandwidth: 799.719 AICc value: 1057.84.
## Fixed bandwidth: 783.616 AICc value: 1057.84.
## Fixed bandwidth: 809.672 AICc value: 1057.84.
## Fixed bandwidth: 793.568 AICc value: 1057.84.
## Fixed bandwidth: 803.521 AICc value: 1057.84.
## The newly selected bandwidth for variable: X3_merokok is 803.521
## The bandwidth used in the last iteration is: 809.672 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.39.
## Fixed bandwidth: 1981.64 AICc value: 1078.46.
## Fixed bandwidth: 1225.12 AICc value: 1077.04.
## Fixed bandwidth: 757.559 AICc value: 1075.05.
## Fixed bandwidth: 468.594 AICc value: 1072.93.
## Fixed bandwidth: 290.003 AICc value: 1072.48.
## Fixed bandwidth: 179.628 AICc value: 1076.44.
## Fixed bandwidth: 358.219 AICc value: 1072.3.
## Fixed bandwidth: 400.378 AICc value: 1072.47.
## Fixed bandwidth: 332.163 AICc value: 1072.28.
## Fixed bandwidth: 316.059 AICc value: 1072.31.
## Fixed bandwidth: 342.115 AICc value: 1072.28.
## Fixed bandwidth: 348.266 AICc value: 1072.28.
## Fixed bandwidth: 338.314 AICc value: 1072.28.
## Fixed bandwidth: 335.964 AICc value: 1072.28.
## Fixed bandwidth: 339.766 AICc value: 1072.28.
## The newly selected bandwidth for variable: X4_hunian is 338.314
## The bandwidth used in the last iteration is: 338.314 and the difference in bandwidths is: 0
## The bandwidth for variable X4_hunian seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 16 change of RSS (dCVR) is 0.00766477.
## Iteration 17
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1463.29.
## Fixed bandwidth: 1981.64 AICc value: 1436.64.
## Fixed bandwidth: 1225.12 AICc value: 1387.01.
## Fixed bandwidth: 757.559 AICc value: 1310.84.
## Fixed bandwidth: 468.594 AICc value: 1239.47.
## Fixed bandwidth: 290.003 AICc value: 1197.25.
## Fixed bandwidth: 179.628 AICc value: 1172.2.
## Fixed bandwidth: 111.412 AICc value: 1165.99.
## Fixed bandwidth: 69.2528 AICc value: 1207.69.
## Fixed bandwidth: 137.468 AICc value: 1165.38.
## Fixed bandwidth: 153.572 AICc value: 1167.37.
## Fixed bandwidth: 127.516 AICc value: 1164.85.
## Fixed bandwidth: 121.365 AICc value: 1164.93.
## Fixed bandwidth: 131.317 AICc value: 1164.97.
## Fixed bandwidth: 125.166 AICc value: 1164.84.
## Fixed bandwidth: 123.714 AICc value: 1164.85.
## Fixed bandwidth: 126.064 AICc value: 1164.84.
## Fixed bandwidth: 126.618 AICc value: 1164.84.
## Fixed bandwidth: 125.721 AICc value: 1164.83.
## Fixed bandwidth: 125.509 AICc value: 1164.84.
## Fixed bandwidth: 125.852 AICc value: 1164.83.
## The newly selected bandwidth for variable: Intercept is 125.721
## The bandwidth used in the last iteration is: 125.852 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.68.
## Fixed bandwidth: 1981.64 AICc value: 1101.5.
## Fixed bandwidth: 1225.12 AICc value: 1098.12.
## Fixed bandwidth: 757.559 AICc value: 1093.61.
## Fixed bandwidth: 468.594 AICc value: 1088.51.
## Fixed bandwidth: 290.003 AICc value: 1084.81.
## Fixed bandwidth: 179.628 AICc value: 1086.72.
## Fixed bandwidth: 358.219 AICc value: 1086.03.
## Fixed bandwidth: 247.843 AICc value: 1084.58.
## Fixed bandwidth: 221.787 AICc value: 1084.87.
## Fixed bandwidth: 263.947 AICc value: 1084.59.
## Fixed bandwidth: 237.891 AICc value: 1084.64.
## Fixed bandwidth: 253.994 AICc value: 1084.57.
## Fixed bandwidth: 257.796 AICc value: 1084.57.
## Fixed bandwidth: 251.645 AICc value: 1084.57.
## Fixed bandwidth: 255.447 AICc value: 1084.57.
## Fixed bandwidth: 253.097 AICc value: 1084.57.
## Fixed bandwidth: 254.549 AICc value: 1084.57.
## The newly selected bandwidth for variable: X1_miskin is 254.549
## The bandwidth used in the last iteration is: 254.549 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1082.15.
## Fixed bandwidth: 1981.64 AICc value: 1068.41.
## Fixed bandwidth: 1225.12 AICc value: 1059.82.
## Fixed bandwidth: 757.559 AICc value: 1057.71.
## Fixed bandwidth: 468.594 AICc value: 1058.81.
## Fixed bandwidth: 936.15 AICc value: 1058.04.
## Fixed bandwidth: 647.184 AICc value: 1057.86.
## Fixed bandwidth: 825.775 AICc value: 1057.76.
## Fixed bandwidth: 715.4 AICc value: 1057.74.
## Fixed bandwidth: 783.616 AICc value: 1057.72.
## Fixed bandwidth: 741.456 AICc value: 1057.72.
## Fixed bandwidth: 767.512 AICc value: 1057.71.
## Fixed bandwidth: 751.408 AICc value: 1057.71.
## Fixed bandwidth: 761.361 AICc value: 1057.71.
## The newly selected bandwidth for variable: X2_sanitasi is 761.361
## The bandwidth used in the last iteration is: 751.408 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.5.
## Fixed bandwidth: 1981.64 AICc value: 1060.99.
## Fixed bandwidth: 1225.12 AICc value: 1058.45.
## Fixed bandwidth: 757.559 AICc value: 1057.78.
## Fixed bandwidth: 468.594 AICc value: 1058.63.
## Fixed bandwidth: 936.15 AICc value: 1057.86.
## Fixed bandwidth: 647.184 AICc value: 1057.9.
## Fixed bandwidth: 825.775 AICc value: 1057.77.
## Fixed bandwidth: 867.935 AICc value: 1057.79.
## Fixed bandwidth: 799.719 AICc value: 1057.77.
## Fixed bandwidth: 783.616 AICc value: 1057.77.
## Fixed bandwidth: 809.672 AICc value: 1057.77.
## Fixed bandwidth: 793.568 AICc value: 1057.77.
## Fixed bandwidth: 803.521 AICc value: 1057.77.
## The newly selected bandwidth for variable: X3_merokok is 799.719
## The bandwidth used in the last iteration is: 803.521 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.5.
## Fixed bandwidth: 1981.64 AICc value: 1078.47.
## Fixed bandwidth: 1225.12 AICc value: 1076.97.
## Fixed bandwidth: 757.559 AICc value: 1074.94.
## Fixed bandwidth: 468.594 AICc value: 1072.82.
## Fixed bandwidth: 290.003 AICc value: 1072.37.
## Fixed bandwidth: 179.628 AICc value: 1076.32.
## Fixed bandwidth: 358.219 AICc value: 1072.19.
## Fixed bandwidth: 400.378 AICc value: 1072.36.
## Fixed bandwidth: 332.163 AICc value: 1072.17.
## Fixed bandwidth: 316.059 AICc value: 1072.2.
## Fixed bandwidth: 342.115 AICc value: 1072.16.
## Fixed bandwidth: 348.266 AICc value: 1072.17.
## Fixed bandwidth: 338.314 AICc value: 1072.16.
## Fixed bandwidth: 335.964 AICc value: 1072.16.
## Fixed bandwidth: 339.766 AICc value: 1072.16.
## The newly selected bandwidth for variable: X4_hunian is 338.314
## The bandwidth used in the last iteration is: 338.314 and the difference in bandwidths is: 0
## The bandwidth for variable X4_hunian seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 17 change of RSS (dCVR) is 0.0147348.
## Iteration 18
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1463.69.
## Fixed bandwidth: 1981.64 AICc value: 1437.02.
## Fixed bandwidth: 1225.12 AICc value: 1387.34.
## Fixed bandwidth: 757.559 AICc value: 1311.09.
## Fixed bandwidth: 468.594 AICc value: 1239.66.
## Fixed bandwidth: 290.003 AICc value: 1197.38.
## Fixed bandwidth: 179.628 AICc value: 1172.31.
## Fixed bandwidth: 111.412 AICc value: 1166.05.
## Fixed bandwidth: 69.2528 AICc value: 1207.67.
## Fixed bandwidth: 137.468 AICc value: 1165.47.
## Fixed bandwidth: 153.572 AICc value: 1167.47.
## Fixed bandwidth: 127.516 AICc value: 1164.93.
## Fixed bandwidth: 121.365 AICc value: 1165.
## Fixed bandwidth: 131.317 AICc value: 1165.05.
## Fixed bandwidth: 125.166 AICc value: 1164.92.
## Fixed bandwidth: 123.714 AICc value: 1164.93.
## Fixed bandwidth: 126.064 AICc value: 1164.92.
## Fixed bandwidth: 126.618 AICc value: 1164.92.
## Fixed bandwidth: 125.721 AICc value: 1164.92.
## Fixed bandwidth: 125.509 AICc value: 1164.92.
## The newly selected bandwidth for variable: Intercept is 125.721
## The bandwidth used in the last iteration is: 125.721 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.7.
## Fixed bandwidth: 1981.64 AICc value: 1101.54.
## Fixed bandwidth: 1225.12 AICc value: 1098.17.
## Fixed bandwidth: 757.559 AICc value: 1093.67.
## Fixed bandwidth: 468.594 AICc value: 1088.57.
## Fixed bandwidth: 290.003 AICc value: 1084.87.
## Fixed bandwidth: 179.628 AICc value: 1086.77.
## Fixed bandwidth: 358.219 AICc value: 1086.09.
## Fixed bandwidth: 247.843 AICc value: 1084.64.
## Fixed bandwidth: 221.787 AICc value: 1084.93.
## Fixed bandwidth: 263.947 AICc value: 1084.65.
## Fixed bandwidth: 237.891 AICc value: 1084.7.
## Fixed bandwidth: 253.994 AICc value: 1084.63.
## Fixed bandwidth: 257.796 AICc value: 1084.63.
## Fixed bandwidth: 251.645 AICc value: 1084.63.
## Fixed bandwidth: 255.447 AICc value: 1084.63.
## Fixed bandwidth: 253.097 AICc value: 1084.63.
## Fixed bandwidth: 254.549 AICc value: 1084.63.
## The newly selected bandwidth for variable: X1_miskin is 254.549
## The bandwidth used in the last iteration is: 254.549 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1081.09.
## Fixed bandwidth: 1981.64 AICc value: 1067.89.
## Fixed bandwidth: 1225.12 AICc value: 1059.66.
## Fixed bandwidth: 757.559 AICc value: 1057.69.
## Fixed bandwidth: 468.594 AICc value: 1058.8.
## Fixed bandwidth: 936.15 AICc value: 1057.97.
## Fixed bandwidth: 647.184 AICc value: 1057.84.
## Fixed bandwidth: 825.775 AICc value: 1057.72.
## Fixed bandwidth: 715.4 AICc value: 1057.71.
## Fixed bandwidth: 783.616 AICc value: 1057.69.
## Fixed bandwidth: 741.456 AICc value: 1057.69.
## Fixed bandwidth: 767.512 AICc value: 1057.69.
## Fixed bandwidth: 773.663 AICc value: 1057.69.
## Fixed bandwidth: 763.71 AICc value: 1057.69.
## Fixed bandwidth: 769.861 AICc value: 1057.69.
## The newly selected bandwidth for variable: X2_sanitasi is 767.512
## The bandwidth used in the last iteration is: 761.361 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.62.
## Fixed bandwidth: 1981.64 AICc value: 1061.1.
## Fixed bandwidth: 1225.12 AICc value: 1058.54.
## Fixed bandwidth: 757.559 AICc value: 1057.86.
## Fixed bandwidth: 468.594 AICc value: 1058.7.
## Fixed bandwidth: 936.15 AICc value: 1057.94.
## Fixed bandwidth: 647.184 AICc value: 1057.98.
## Fixed bandwidth: 825.775 AICc value: 1057.85.
## Fixed bandwidth: 867.935 AICc value: 1057.87.
## Fixed bandwidth: 799.719 AICc value: 1057.85.
## Fixed bandwidth: 783.616 AICc value: 1057.85.
## Fixed bandwidth: 809.672 AICc value: 1057.85.
## Fixed bandwidth: 793.568 AICc value: 1057.85.
## The newly selected bandwidth for variable: X3_merokok is 799.719
## The bandwidth used in the last iteration is: 799.719 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.82.
## Fixed bandwidth: 1981.64 AICc value: 1078.68.
## Fixed bandwidth: 1225.12 AICc value: 1077.09.
## Fixed bandwidth: 757.559 AICc value: 1075.02.
## Fixed bandwidth: 468.594 AICc value: 1072.89.
## Fixed bandwidth: 290.003 AICc value: 1072.43.
## Fixed bandwidth: 179.628 AICc value: 1076.37.
## Fixed bandwidth: 358.219 AICc value: 1072.26.
## Fixed bandwidth: 400.378 AICc value: 1072.43.
## Fixed bandwidth: 332.163 AICc value: 1072.23.
## Fixed bandwidth: 316.059 AICc value: 1072.27.
## Fixed bandwidth: 342.115 AICc value: 1072.23.
## Fixed bandwidth: 348.266 AICc value: 1072.24.
## Fixed bandwidth: 338.314 AICc value: 1072.23.
## Fixed bandwidth: 335.964 AICc value: 1072.23.
## Fixed bandwidth: 339.766 AICc value: 1072.23.
## The newly selected bandwidth for variable: X4_hunian is 338.314
## The bandwidth used in the last iteration is: 338.314 and the difference in bandwidths is: 0
## The bandwidth for variable X4_hunian seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Iteration 18 change of RSS (dCVR) is 0.011479.
## Iteration 19
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1464.07.
## Fixed bandwidth: 1981.64 AICc value: 1437.37.
## Fixed bandwidth: 1225.12 AICc value: 1387.65.
## Fixed bandwidth: 757.559 AICc value: 1311.32.
## Fixed bandwidth: 468.594 AICc value: 1239.82.
## Fixed bandwidth: 290.003 AICc value: 1197.5.
## Fixed bandwidth: 179.628 AICc value: 1172.41.
## Fixed bandwidth: 111.412 AICc value: 1166.11.
## Fixed bandwidth: 69.2528 AICc value: 1207.64.
## Fixed bandwidth: 137.468 AICc value: 1165.55.
## Fixed bandwidth: 153.572 AICc value: 1167.56.
## Fixed bandwidth: 127.516 AICc value: 1165.01.
## Fixed bandwidth: 121.365 AICc value: 1165.07.
## Fixed bandwidth: 131.317 AICc value: 1165.13.
## Fixed bandwidth: 125.166 AICc value: 1164.99.
## Fixed bandwidth: 123.714 AICc value: 1165.
## Fixed bandwidth: 126.064 AICc value: 1164.99.
## Fixed bandwidth: 124.612 AICc value: 1164.99.
## Fixed bandwidth: 125.509 AICc value: 1164.99.
## Fixed bandwidth: 125.721 AICc value: 1164.99.
## Fixed bandwidth: 125.378 AICc value: 1164.99.
## Fixed bandwidth: 125.59 AICc value: 1164.99.
## The newly selected bandwidth for variable: Intercept is 125.509
## The bandwidth used in the last iteration is: 125.721 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.41.
## Fixed bandwidth: 1981.64 AICc value: 1101.28.
## Fixed bandwidth: 1225.12 AICc value: 1097.93.
## Fixed bandwidth: 757.559 AICc value: 1093.43.
## Fixed bandwidth: 468.594 AICc value: 1088.34.
## Fixed bandwidth: 290.003 AICc value: 1084.65.
## Fixed bandwidth: 179.628 AICc value: 1086.57.
## Fixed bandwidth: 358.219 AICc value: 1085.86.
## Fixed bandwidth: 247.843 AICc value: 1084.42.
## Fixed bandwidth: 221.787 AICc value: 1084.72.
## Fixed bandwidth: 263.947 AICc value: 1084.43.
## Fixed bandwidth: 237.891 AICc value: 1084.48.
## Fixed bandwidth: 253.994 AICc value: 1084.41.
## Fixed bandwidth: 257.796 AICc value: 1084.41.
## Fixed bandwidth: 251.645 AICc value: 1084.41.
## Fixed bandwidth: 255.447 AICc value: 1084.41.
## The newly selected bandwidth for variable: X1_miskin is 255.447
## The bandwidth used in the last iteration is: 254.549 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1080.04.
## Fixed bandwidth: 1981.64 AICc value: 1067.34.
## Fixed bandwidth: 1225.12 AICc value: 1059.46.
## Fixed bandwidth: 757.559 AICc value: 1057.6.
## Fixed bandwidth: 468.594 AICc value: 1058.74.
## Fixed bandwidth: 936.15 AICc value: 1057.86.
## Fixed bandwidth: 647.184 AICc value: 1057.77.
## Fixed bandwidth: 825.775 AICc value: 1057.63.
## Fixed bandwidth: 715.4 AICc value: 1057.63.
## Fixed bandwidth: 783.616 AICc value: 1057.6.
## Fixed bandwidth: 799.719 AICc value: 1057.61.
## Fixed bandwidth: 773.663 AICc value: 1057.6.
## Fixed bandwidth: 767.512 AICc value: 1057.6.
## Fixed bandwidth: 777.465 AICc value: 1057.6.
## The newly selected bandwidth for variable: X2_sanitasi is 773.663
## The bandwidth used in the last iteration is: 767.512 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.63.
## Fixed bandwidth: 1981.64 AICc value: 1061.1.
## Fixed bandwidth: 1225.12 AICc value: 1058.53.
## Fixed bandwidth: 757.559 AICc value: 1057.83.
## Fixed bandwidth: 468.594 AICc value: 1058.67.
## Fixed bandwidth: 936.15 AICc value: 1057.92.
## Fixed bandwidth: 647.184 AICc value: 1057.95.
## Fixed bandwidth: 825.775 AICc value: 1057.83.
## Fixed bandwidth: 867.935 AICc value: 1057.85.
## Fixed bandwidth: 799.719 AICc value: 1057.83.
## Fixed bandwidth: 783.616 AICc value: 1057.83.
## Fixed bandwidth: 809.672 AICc value: 1057.83.
## Fixed bandwidth: 793.568 AICc value: 1057.83.
## Fixed bandwidth: 789.766 AICc value: 1057.83.
## Fixed bandwidth: 795.917 AICc value: 1057.83.
## The newly selected bandwidth for variable: X3_merokok is 795.917
## The bandwidth used in the last iteration is: 799.719 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1080.02.
## Fixed bandwidth: 1981.64 AICc value: 1078.76.
## Fixed bandwidth: 1225.12 AICc value: 1077.08.
## Fixed bandwidth: 757.559 AICc value: 1074.97.
## Fixed bandwidth: 468.594 AICc value: 1072.83.
## Fixed bandwidth: 290.003 AICc value: 1072.37.
## Fixed bandwidth: 179.628 AICc value: 1076.29.
## Fixed bandwidth: 358.219 AICc value: 1072.19.
## Fixed bandwidth: 400.378 AICc value: 1072.37.
## Fixed bandwidth: 332.163 AICc value: 1072.17.
## Fixed bandwidth: 316.059 AICc value: 1072.21.
## Fixed bandwidth: 342.115 AICc value: 1072.17.
## Fixed bandwidth: 348.266 AICc value: 1072.18.
## Fixed bandwidth: 338.314 AICc value: 1072.17.
## Fixed bandwidth: 335.964 AICc value: 1072.17.
## Fixed bandwidth: 339.766 AICc value: 1072.17.
## Fixed bandwidth: 337.416 AICc value: 1072.17.
## The newly selected bandwidth for variable: X4_hunian is 338.314
## The bandwidth used in the last iteration is: 338.314 and the difference in bandwidths is: 0
## The bandwidth for variable X4_hunian seems to be converged for 4 times. It will be continually optimized in the next 1 times
## Iteration 19 change of RSS (dCVR) is 0.010891.
## Iteration 20
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1464.63.
## Fixed bandwidth: 1981.64 AICc value: 1437.91.
## Fixed bandwidth: 1225.12 AICc value: 1388.15.
## Fixed bandwidth: 757.559 AICc value: 1311.76.
## Fixed bandwidth: 468.594 AICc value: 1240.18.
## Fixed bandwidth: 290.003 AICc value: 1197.8.
## Fixed bandwidth: 179.628 AICc value: 1172.65.
## Fixed bandwidth: 111.412 AICc value: 1166.28.
## Fixed bandwidth: 69.2528 AICc value: 1207.7.
## Fixed bandwidth: 137.468 AICc value: 1165.76.
## Fixed bandwidth: 153.572 AICc value: 1167.78.
## Fixed bandwidth: 127.516 AICc value: 1165.2.
## Fixed bandwidth: 121.365 AICc value: 1165.26.
## Fixed bandwidth: 131.317 AICc value: 1165.33.
## Fixed bandwidth: 125.166 AICc value: 1165.18.
## Fixed bandwidth: 123.714 AICc value: 1165.19.
## Fixed bandwidth: 126.064 AICc value: 1165.18.
## Fixed bandwidth: 124.612 AICc value: 1165.18.
## Fixed bandwidth: 125.509 AICc value: 1165.18.
## Fixed bandwidth: 125.721 AICc value: 1165.18.
## Fixed bandwidth: 125.378 AICc value: 1165.18.
## The newly selected bandwidth for variable: Intercept is 125.378
## The bandwidth used in the last iteration is: 125.509 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.12.
## Fixed bandwidth: 1981.64 AICc value: 1101.01.
## Fixed bandwidth: 1225.12 AICc value: 1097.68.
## Fixed bandwidth: 757.559 AICc value: 1093.2.
## Fixed bandwidth: 468.594 AICc value: 1088.13.
## Fixed bandwidth: 290.003 AICc value: 1084.47.
## Fixed bandwidth: 179.628 AICc value: 1086.42.
## Fixed bandwidth: 358.219 AICc value: 1085.67.
## Fixed bandwidth: 247.843 AICc value: 1084.25.
## Fixed bandwidth: 221.787 AICc value: 1084.55.
## Fixed bandwidth: 263.947 AICc value: 1084.26.
## Fixed bandwidth: 237.891 AICc value: 1084.32.
## Fixed bandwidth: 253.994 AICc value: 1084.24.
## Fixed bandwidth: 257.796 AICc value: 1084.24.
## Fixed bandwidth: 251.645 AICc value: 1084.24.
## Fixed bandwidth: 255.447 AICc value: 1084.24.
## Fixed bandwidth: 256.344 AICc value: 1084.24.
## Fixed bandwidth: 254.892 AICc value: 1084.24.
## The newly selected bandwidth for variable: X1_miskin is 255.447
## The bandwidth used in the last iteration is: 255.447 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1078.91.
## Fixed bandwidth: 1981.64 AICc value: 1066.69.
## Fixed bandwidth: 1225.12 AICc value: 1059.12.
## Fixed bandwidth: 757.559 AICc value: 1057.38.
## Fixed bandwidth: 468.594 AICc value: 1058.54.
## Fixed bandwidth: 936.15 AICc value: 1057.6.
## Fixed bandwidth: 647.184 AICc value: 1057.56.
## Fixed bandwidth: 825.775 AICc value: 1057.39.
## Fixed bandwidth: 715.4 AICc value: 1057.42.
## Fixed bandwidth: 783.616 AICc value: 1057.37.
## Fixed bandwidth: 799.719 AICc value: 1057.38.
## Fixed bandwidth: 773.663 AICc value: 1057.38.
## Fixed bandwidth: 789.766 AICc value: 1057.38.
## Fixed bandwidth: 779.814 AICc value: 1057.37.
## The newly selected bandwidth for variable: X2_sanitasi is 779.814
## The bandwidth used in the last iteration is: 773.663 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.55.
## Fixed bandwidth: 1981.64 AICc value: 1061.
## Fixed bandwidth: 1225.12 AICc value: 1058.41.
## Fixed bandwidth: 757.559 AICc value: 1057.71.
## Fixed bandwidth: 468.594 AICc value: 1058.53.
## Fixed bandwidth: 936.15 AICc value: 1057.8.
## Fixed bandwidth: 647.184 AICc value: 1057.83.
## Fixed bandwidth: 825.775 AICc value: 1057.71.
## Fixed bandwidth: 867.935 AICc value: 1057.73.
## Fixed bandwidth: 799.719 AICc value: 1057.7.
## Fixed bandwidth: 783.616 AICc value: 1057.7.
## Fixed bandwidth: 809.672 AICc value: 1057.71.
## Fixed bandwidth: 793.568 AICc value: 1057.7.
## Fixed bandwidth: 789.766 AICc value: 1057.7.
## The newly selected bandwidth for variable: X3_merokok is 793.568
## The bandwidth used in the last iteration is: 795.917 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1080.13.
## Fixed bandwidth: 1981.64 AICc value: 1078.76.
## Fixed bandwidth: 1225.12 AICc value: 1076.98.
## Fixed bandwidth: 757.559 AICc value: 1074.83.
## Fixed bandwidth: 468.594 AICc value: 1072.68.
## Fixed bandwidth: 290.003 AICc value: 1072.23.
## Fixed bandwidth: 179.628 AICc value: 1076.15.
## Fixed bandwidth: 358.219 AICc value: 1072.05.
## Fixed bandwidth: 400.378 AICc value: 1072.22.
## Fixed bandwidth: 332.163 AICc value: 1072.03.
## Fixed bandwidth: 316.059 AICc value: 1072.07.
## Fixed bandwidth: 342.115 AICc value: 1072.03.
## Fixed bandwidth: 348.266 AICc value: 1072.03.
## Fixed bandwidth: 338.314 AICc value: 1072.03.
## Fixed bandwidth: 335.964 AICc value: 1072.03.
## Fixed bandwidth: 339.766 AICc value: 1072.03.
## The newly selected bandwidth for variable: X4_hunian is 338.314
## The bandwidth used in the last iteration is: 338.314 and the difference in bandwidths is: 0
## The bandwidth for variable X4_hunian seems to be converged and will be kept the same in the following iterations.
## Iteration 20 change of RSS (dCVR) is 0.0166936.
## Iteration 21
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1465.09.
## Fixed bandwidth: 1981.64 AICc value: 1438.34.
## Fixed bandwidth: 1225.12 AICc value: 1388.52.
## Fixed bandwidth: 757.559 AICc value: 1312.06.
## Fixed bandwidth: 468.594 AICc value: 1240.4.
## Fixed bandwidth: 290.003 AICc value: 1197.97.
## Fixed bandwidth: 179.628 AICc value: 1172.77.
## Fixed bandwidth: 111.412 AICc value: 1166.34.
## Fixed bandwidth: 69.2528 AICc value: 1207.67.
## Fixed bandwidth: 137.468 AICc value: 1165.85.
## Fixed bandwidth: 153.572 AICc value: 1167.89.
## Fixed bandwidth: 127.516 AICc value: 1165.28.
## Fixed bandwidth: 121.365 AICc value: 1165.33.
## Fixed bandwidth: 131.317 AICc value: 1165.42.
## Fixed bandwidth: 125.166 AICc value: 1165.26.
## Fixed bandwidth: 123.714 AICc value: 1165.27.
## Fixed bandwidth: 126.064 AICc value: 1165.26.
## Fixed bandwidth: 124.612 AICc value: 1165.26.
## Fixed bandwidth: 125.509 AICc value: 1165.26.
## Fixed bandwidth: 124.955 AICc value: 1165.26.
## Fixed bandwidth: 125.297 AICc value: 1165.26.
## The newly selected bandwidth for variable: Intercept is 125.297
## The bandwidth used in the last iteration is: 125.378 and the difference in bandwidths is: 0.0809201
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1102.99.
## Fixed bandwidth: 1981.64 AICc value: 1100.9.
## Fixed bandwidth: 1225.12 AICc value: 1097.59.
## Fixed bandwidth: 757.559 AICc value: 1093.12.
## Fixed bandwidth: 468.594 AICc value: 1088.06.
## Fixed bandwidth: 290.003 AICc value: 1084.41.
## Fixed bandwidth: 179.628 AICc value: 1086.36.
## Fixed bandwidth: 358.219 AICc value: 1085.61.
## Fixed bandwidth: 247.843 AICc value: 1084.19.
## Fixed bandwidth: 221.787 AICc value: 1084.5.
## Fixed bandwidth: 263.947 AICc value: 1084.2.
## Fixed bandwidth: 237.891 AICc value: 1084.26.
## Fixed bandwidth: 253.994 AICc value: 1084.18.
## Fixed bandwidth: 257.796 AICc value: 1084.18.
## Fixed bandwidth: 251.645 AICc value: 1084.18.
## Fixed bandwidth: 255.447 AICc value: 1084.18.
## Fixed bandwidth: 256.344 AICc value: 1084.18.
## Fixed bandwidth: 254.892 AICc value: 1084.18.
## The newly selected bandwidth for variable: X1_miskin is 255.447
## The bandwidth used in the last iteration is: 255.447 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1077.95.
## Fixed bandwidth: 1981.64 AICc value: 1066.17.
## Fixed bandwidth: 1225.12 AICc value: 1058.9.
## Fixed bandwidth: 757.559 AICc value: 1057.27.
## Fixed bandwidth: 468.594 AICc value: 1058.45.
## Fixed bandwidth: 936.15 AICc value: 1057.46.
## Fixed bandwidth: 647.184 AICc value: 1057.46.
## Fixed bandwidth: 825.775 AICc value: 1057.27.
## Fixed bandwidth: 715.4 AICc value: 1057.31.
## Fixed bandwidth: 783.616 AICc value: 1057.26.
## Fixed bandwidth: 799.719 AICc value: 1057.26.
## Fixed bandwidth: 773.663 AICc value: 1057.26.
## Fixed bandwidth: 789.766 AICc value: 1057.26.
## Fixed bandwidth: 793.568 AICc value: 1057.26.
## Fixed bandwidth: 787.417 AICc value: 1057.26.
## The newly selected bandwidth for variable: X2_sanitasi is 787.417
## The bandwidth used in the last iteration is: 779.814 and the difference in bandwidths is: 7.60305
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.57.
## Fixed bandwidth: 1981.64 AICc value: 1061.01.
## Fixed bandwidth: 1225.12 AICc value: 1058.4.
## Fixed bandwidth: 757.559 AICc value: 1057.69.
## Fixed bandwidth: 468.594 AICc value: 1058.51.
## Fixed bandwidth: 936.15 AICc value: 1057.78.
## Fixed bandwidth: 647.184 AICc value: 1057.81.
## Fixed bandwidth: 825.775 AICc value: 1057.69.
## Fixed bandwidth: 715.4 AICc value: 1057.72.
## Fixed bandwidth: 783.616 AICc value: 1057.69.
## Fixed bandwidth: 799.719 AICc value: 1057.69.
## Fixed bandwidth: 773.663 AICc value: 1057.69.
## Fixed bandwidth: 789.766 AICc value: 1057.69.
## Fixed bandwidth: 793.568 AICc value: 1057.69.
## The newly selected bandwidth for variable: X3_merokok is 789.766
## The bandwidth used in the last iteration is: 793.568 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 21 change of RSS (dCVR) is 0.0110917.
## Iteration 22
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1465.52.
## Fixed bandwidth: 1981.64 AICc value: 1438.74.
## Fixed bandwidth: 1225.12 AICc value: 1388.87.
## Fixed bandwidth: 757.559 AICc value: 1312.32.
## Fixed bandwidth: 468.594 AICc value: 1240.58.
## Fixed bandwidth: 290.003 AICc value: 1198.1.
## Fixed bandwidth: 179.628 AICc value: 1172.87.
## Fixed bandwidth: 111.412 AICc value: 1166.39.
## Fixed bandwidth: 69.2528 AICc value: 1207.64.
## Fixed bandwidth: 137.468 AICc value: 1165.93.
## Fixed bandwidth: 153.572 AICc value: 1167.98.
## Fixed bandwidth: 127.516 AICc value: 1165.35.
## Fixed bandwidth: 121.365 AICc value: 1165.4.
## Fixed bandwidth: 131.317 AICc value: 1165.49.
## Fixed bandwidth: 125.166 AICc value: 1165.33.
## Fixed bandwidth: 123.714 AICc value: 1165.34.
## Fixed bandwidth: 126.064 AICc value: 1165.33.
## Fixed bandwidth: 124.612 AICc value: 1165.33.
## Fixed bandwidth: 125.509 AICc value: 1165.33.
## Fixed bandwidth: 124.955 AICc value: 1165.33.
## Fixed bandwidth: 125.297 AICc value: 1165.33.
## Fixed bandwidth: 125.085 AICc value: 1165.33.
## The newly selected bandwidth for variable: Intercept is 125.166
## The bandwidth used in the last iteration is: 125.297 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1102.8.
## Fixed bandwidth: 1981.64 AICc value: 1100.73.
## Fixed bandwidth: 1225.12 AICc value: 1097.44.
## Fixed bandwidth: 757.559 AICc value: 1092.98.
## Fixed bandwidth: 468.594 AICc value: 1087.92.
## Fixed bandwidth: 290.003 AICc value: 1084.28.
## Fixed bandwidth: 179.628 AICc value: 1086.24.
## Fixed bandwidth: 358.219 AICc value: 1085.47.
## Fixed bandwidth: 247.843 AICc value: 1084.07.
## Fixed bandwidth: 221.787 AICc value: 1084.38.
## Fixed bandwidth: 263.947 AICc value: 1084.07.
## Fixed bandwidth: 237.891 AICc value: 1084.14.
## Fixed bandwidth: 253.994 AICc value: 1084.06.
## Fixed bandwidth: 257.796 AICc value: 1084.06.
## Fixed bandwidth: 251.645 AICc value: 1084.06.
## Fixed bandwidth: 255.447 AICc value: 1084.06.
## Fixed bandwidth: 256.344 AICc value: 1084.06.
## Fixed bandwidth: 254.892 AICc value: 1084.06.
## Fixed bandwidth: 255.789 AICc value: 1084.06.
## The newly selected bandwidth for variable: X1_miskin is 255.447
## The bandwidth used in the last iteration is: 255.447 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1076.94.
## Fixed bandwidth: 1981.64 AICc value: 1065.6.
## Fixed bandwidth: 1225.12 AICc value: 1058.62.
## Fixed bandwidth: 757.559 AICc value: 1057.09.
## Fixed bandwidth: 468.594 AICc value: 1058.28.
## Fixed bandwidth: 936.15 AICc value: 1057.26.
## Fixed bandwidth: 647.184 AICc value: 1057.29.
## Fixed bandwidth: 825.775 AICc value: 1057.08.
## Fixed bandwidth: 867.935 AICc value: 1057.12.
## Fixed bandwidth: 799.719 AICc value: 1057.07.
## Fixed bandwidth: 783.616 AICc value: 1057.08.
## Fixed bandwidth: 809.672 AICc value: 1057.08.
## Fixed bandwidth: 793.568 AICc value: 1057.07.
## Fixed bandwidth: 789.766 AICc value: 1057.07.
## Fixed bandwidth: 795.917 AICc value: 1057.07.
## The newly selected bandwidth for variable: X2_sanitasi is 793.568
## The bandwidth used in the last iteration is: 787.417 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.53.
## Fixed bandwidth: 1981.64 AICc value: 1060.95.
## Fixed bandwidth: 1225.12 AICc value: 1058.33.
## Fixed bandwidth: 757.559 AICc value: 1057.61.
## Fixed bandwidth: 468.594 AICc value: 1058.42.
## Fixed bandwidth: 936.15 AICc value: 1057.7.
## Fixed bandwidth: 647.184 AICc value: 1057.72.
## Fixed bandwidth: 825.775 AICc value: 1057.61.
## Fixed bandwidth: 715.4 AICc value: 1057.63.
## Fixed bandwidth: 783.616 AICc value: 1057.6.
## Fixed bandwidth: 799.719 AICc value: 1057.6.
## Fixed bandwidth: 773.663 AICc value: 1057.6.
## Fixed bandwidth: 789.766 AICc value: 1057.6.
## Fixed bandwidth: 793.568 AICc value: 1057.6.
## Fixed bandwidth: 787.417 AICc value: 1057.6.
## The newly selected bandwidth for variable: X3_merokok is 789.766
## The bandwidth used in the last iteration is: 789.766 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 22 change of RSS (dCVR) is 0.0131154.
## Iteration 23
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1465.98.
## Fixed bandwidth: 1981.64 AICc value: 1439.17.
## Fixed bandwidth: 1225.12 AICc value: 1389.24.
## Fixed bandwidth: 757.559 AICc value: 1312.62.
## Fixed bandwidth: 468.594 AICc value: 1240.8.
## Fixed bandwidth: 290.003 AICc value: 1198.26.
## Fixed bandwidth: 179.628 AICc value: 1173.01.
## Fixed bandwidth: 111.412 AICc value: 1166.47.
## Fixed bandwidth: 69.2528 AICc value: 1207.62.
## Fixed bandwidth: 137.468 AICc value: 1166.03.
## Fixed bandwidth: 153.572 AICc value: 1168.09.
## Fixed bandwidth: 127.516 AICc value: 1165.45.
## Fixed bandwidth: 121.365 AICc value: 1165.49.
## Fixed bandwidth: 131.317 AICc value: 1165.59.
## Fixed bandwidth: 125.166 AICc value: 1165.42.
## Fixed bandwidth: 123.714 AICc value: 1165.43.
## Fixed bandwidth: 126.064 AICc value: 1165.43.
## Fixed bandwidth: 124.612 AICc value: 1165.42.
## Fixed bandwidth: 125.509 AICc value: 1165.42.
## Fixed bandwidth: 124.955 AICc value: 1165.42.
## The newly selected bandwidth for variable: Intercept is 124.955
## The bandwidth used in the last iteration is: 125.166 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1102.51.
## Fixed bandwidth: 1981.64 AICc value: 1100.46.
## Fixed bandwidth: 1225.12 AICc value: 1097.19.
## Fixed bandwidth: 757.559 AICc value: 1092.73.
## Fixed bandwidth: 468.594 AICc value: 1087.68.
## Fixed bandwidth: 290.003 AICc value: 1084.06.
## Fixed bandwidth: 179.628 AICc value: 1086.04.
## Fixed bandwidth: 358.219 AICc value: 1085.25.
## Fixed bandwidth: 247.843 AICc value: 1083.86.
## Fixed bandwidth: 221.787 AICc value: 1084.17.
## Fixed bandwidth: 263.947 AICc value: 1083.86.
## Fixed bandwidth: 273.9 AICc value: 1083.91.
## Fixed bandwidth: 257.796 AICc value: 1083.85.
## Fixed bandwidth: 253.994 AICc value: 1083.85.
## The newly selected bandwidth for variable: X1_miskin is 257.796
## The bandwidth used in the last iteration is: 255.447 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1076.36.
## Fixed bandwidth: 1981.64 AICc value: 1065.43.
## Fixed bandwidth: 1225.12 AICc value: 1058.73.
## Fixed bandwidth: 757.559 AICc value: 1057.29.
## Fixed bandwidth: 468.594 AICc value: 1058.5.
## Fixed bandwidth: 936.15 AICc value: 1057.43.
## Fixed bandwidth: 647.184 AICc value: 1057.5.
## Fixed bandwidth: 825.775 AICc value: 1057.28.
## Fixed bandwidth: 867.935 AICc value: 1057.31.
## Fixed bandwidth: 799.719 AICc value: 1057.27.
## Fixed bandwidth: 783.616 AICc value: 1057.27.
## Fixed bandwidth: 809.672 AICc value: 1057.27.
## Fixed bandwidth: 793.568 AICc value: 1057.27.
## Fixed bandwidth: 803.521 AICc value: 1057.27.
## The newly selected bandwidth for variable: X2_sanitasi is 799.719
## The bandwidth used in the last iteration is: 793.568 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.82.
## Fixed bandwidth: 1981.64 AICc value: 1061.22.
## Fixed bandwidth: 1225.12 AICc value: 1058.59.
## Fixed bandwidth: 757.559 AICc value: 1057.86.
## Fixed bandwidth: 468.594 AICc value: 1058.65.
## Fixed bandwidth: 936.15 AICc value: 1057.96.
## Fixed bandwidth: 647.184 AICc value: 1057.96.
## Fixed bandwidth: 825.775 AICc value: 1057.86.
## Fixed bandwidth: 715.4 AICc value: 1057.88.
## Fixed bandwidth: 783.616 AICc value: 1057.85.
## Fixed bandwidth: 799.719 AICc value: 1057.85.
## Fixed bandwidth: 773.663 AICc value: 1057.85.
## Fixed bandwidth: 789.766 AICc value: 1057.85.
## The newly selected bandwidth for variable: X3_merokok is 783.616
## The bandwidth used in the last iteration is: 789.766 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 23 change of RSS (dCVR) is 0.0178998.
## Iteration 24
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1466.76.
## Fixed bandwidth: 1981.64 AICc value: 1439.94.
## Fixed bandwidth: 1225.12 AICc value: 1389.99.
## Fixed bandwidth: 757.559 AICc value: 1313.31.
## Fixed bandwidth: 468.594 AICc value: 1241.44.
## Fixed bandwidth: 290.003 AICc value: 1198.82.
## Fixed bandwidth: 179.628 AICc value: 1173.47.
## Fixed bandwidth: 111.412 AICc value: 1166.82.
## Fixed bandwidth: 69.2528 AICc value: 1207.83.
## Fixed bandwidth: 137.468 AICc value: 1166.44.
## Fixed bandwidth: 153.572 AICc value: 1168.52.
## Fixed bandwidth: 127.516 AICc value: 1165.84.
## Fixed bandwidth: 121.365 AICc value: 1165.86.
## Fixed bandwidth: 131.317 AICc value: 1165.98.
## Fixed bandwidth: 125.166 AICc value: 1165.8.
## Fixed bandwidth: 123.714 AICc value: 1165.81.
## Fixed bandwidth: 126.064 AICc value: 1165.81.
## Fixed bandwidth: 124.612 AICc value: 1165.8.
## Fixed bandwidth: 124.269 AICc value: 1165.8.
## Fixed bandwidth: 124.824 AICc value: 1165.8.
## Fixed bandwidth: 124.955 AICc value: 1165.8.
## Fixed bandwidth: 124.743 AICc value: 1165.8.
## The newly selected bandwidth for variable: Intercept is 124.824
## The bandwidth used in the last iteration is: 124.955 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1102.07.
## Fixed bandwidth: 1981.64 AICc value: 1100.04.
## Fixed bandwidth: 1225.12 AICc value: 1096.79.
## Fixed bandwidth: 757.559 AICc value: 1092.37.
## Fixed bandwidth: 468.594 AICc value: 1087.37.
## Fixed bandwidth: 290.003 AICc value: 1083.8.
## Fixed bandwidth: 179.628 AICc value: 1085.84.
## Fixed bandwidth: 358.219 AICc value: 1084.96.
## Fixed bandwidth: 247.843 AICc value: 1083.62.
## Fixed bandwidth: 221.787 AICc value: 1083.94.
## Fixed bandwidth: 263.947 AICc value: 1083.61.
## Fixed bandwidth: 273.9 AICc value: 1083.66.
## Fixed bandwidth: 257.796 AICc value: 1083.6.
## Fixed bandwidth: 253.994 AICc value: 1083.6.
## Fixed bandwidth: 260.145 AICc value: 1083.6.
## Fixed bandwidth: 256.344 AICc value: 1083.6.
## Fixed bandwidth: 255.447 AICc value: 1083.6.
## Fixed bandwidth: 256.899 AICc value: 1083.6.
## The newly selected bandwidth for variable: X1_miskin is 256.899
## The bandwidth used in the last iteration is: 257.796 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1075.18.
## Fixed bandwidth: 1981.64 AICc value: 1064.62.
## Fixed bandwidth: 1225.12 AICc value: 1058.17.
## Fixed bandwidth: 757.559 AICc value: 1056.82.
## Fixed bandwidth: 468.594 AICc value: 1058.05.
## Fixed bandwidth: 936.15 AICc value: 1056.94.
## Fixed bandwidth: 647.184 AICc value: 1057.04.
## Fixed bandwidth: 825.775 AICc value: 1056.8.
## Fixed bandwidth: 867.935 AICc value: 1056.83.
## Fixed bandwidth: 799.719 AICc value: 1056.8.
## Fixed bandwidth: 783.616 AICc value: 1056.81.
## Fixed bandwidth: 809.672 AICc value: 1056.8.
## Fixed bandwidth: 815.823 AICc value: 1056.8.
## Fixed bandwidth: 805.87 AICc value: 1056.8.
## The newly selected bandwidth for variable: X2_sanitasi is 809.672
## The bandwidth used in the last iteration is: 799.719 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.56.
## Fixed bandwidth: 1981.64 AICc value: 1060.94.
## Fixed bandwidth: 1225.12 AICc value: 1058.29.
## Fixed bandwidth: 757.559 AICc value: 1057.55.
## Fixed bandwidth: 468.594 AICc value: 1058.34.
## Fixed bandwidth: 936.15 AICc value: 1057.65.
## Fixed bandwidth: 647.184 AICc value: 1057.65.
## Fixed bandwidth: 825.775 AICc value: 1057.55.
## Fixed bandwidth: 715.4 AICc value: 1057.57.
## Fixed bandwidth: 783.616 AICc value: 1057.54.
## Fixed bandwidth: 799.719 AICc value: 1057.54.
## Fixed bandwidth: 773.663 AICc value: 1057.54.
## Fixed bandwidth: 789.766 AICc value: 1057.54.
## Fixed bandwidth: 779.814 AICc value: 1057.54.
## The newly selected bandwidth for variable: X3_merokok is 783.616
## The bandwidth used in the last iteration is: 783.616 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 24 change of RSS (dCVR) is 0.0233953.
## Iteration 25
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1467.17.
## Fixed bandwidth: 1981.64 AICc value: 1440.31.
## Fixed bandwidth: 1225.12 AICc value: 1390.31.
## Fixed bandwidth: 757.559 AICc value: 1313.54.
## Fixed bandwidth: 468.594 AICc value: 1241.58.
## Fixed bandwidth: 290.003 AICc value: 1198.91.
## Fixed bandwidth: 179.628 AICc value: 1173.52.
## Fixed bandwidth: 111.412 AICc value: 1166.83.
## Fixed bandwidth: 69.2528 AICc value: 1207.77.
## Fixed bandwidth: 137.468 AICc value: 1166.47.
## Fixed bandwidth: 153.572 AICc value: 1168.57.
## Fixed bandwidth: 127.516 AICc value: 1165.86.
## Fixed bandwidth: 121.365 AICc value: 1165.88.
## Fixed bandwidth: 131.317 AICc value: 1166.01.
## Fixed bandwidth: 125.166 AICc value: 1165.83.
## Fixed bandwidth: 123.714 AICc value: 1165.83.
## Fixed bandwidth: 126.064 AICc value: 1165.84.
## Fixed bandwidth: 124.612 AICc value: 1165.83.
## Fixed bandwidth: 124.269 AICc value: 1165.83.
## Fixed bandwidth: 124.824 AICc value: 1165.83.
## The newly selected bandwidth for variable: Intercept is 124.612
## The bandwidth used in the last iteration is: 124.824 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.84.
## Fixed bandwidth: 1981.64 AICc value: 1099.83.
## Fixed bandwidth: 1225.12 AICc value: 1096.6.
## Fixed bandwidth: 757.559 AICc value: 1092.19.
## Fixed bandwidth: 468.594 AICc value: 1087.2.
## Fixed bandwidth: 290.003 AICc value: 1083.64.
## Fixed bandwidth: 179.628 AICc value: 1085.68.
## Fixed bandwidth: 358.219 AICc value: 1084.8.
## Fixed bandwidth: 247.843 AICc value: 1083.46.
## Fixed bandwidth: 221.787 AICc value: 1083.78.
## Fixed bandwidth: 263.947 AICc value: 1083.45.
## Fixed bandwidth: 273.9 AICc value: 1083.5.
## Fixed bandwidth: 257.796 AICc value: 1083.44.
## Fixed bandwidth: 253.994 AICc value: 1083.44.
## Fixed bandwidth: 260.145 AICc value: 1083.44.
## Fixed bandwidth: 256.344 AICc value: 1083.44.
## The newly selected bandwidth for variable: X1_miskin is 256.344
## The bandwidth used in the last iteration is: 256.899 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1074.12.
## Fixed bandwidth: 1981.64 AICc value: 1063.94.
## Fixed bandwidth: 1225.12 AICc value: 1057.74.
## Fixed bandwidth: 757.559 AICc value: 1056.48.
## Fixed bandwidth: 468.594 AICc value: 1057.73.
## Fixed bandwidth: 936.15 AICc value: 1056.58.
## Fixed bandwidth: 647.184 AICc value: 1056.71.
## Fixed bandwidth: 825.775 AICc value: 1056.45.
## Fixed bandwidth: 867.935 AICc value: 1056.48.
## Fixed bandwidth: 799.719 AICc value: 1056.46.
## Fixed bandwidth: 841.879 AICc value: 1056.46.
## Fixed bandwidth: 815.823 AICc value: 1056.45.
## Fixed bandwidth: 809.672 AICc value: 1056.45.
## Fixed bandwidth: 819.624 AICc value: 1056.45.
## Fixed bandwidth: 813.473 AICc value: 1056.45.
## The newly selected bandwidth for variable: X2_sanitasi is 815.823
## The bandwidth used in the last iteration is: 809.672 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.3.
## Fixed bandwidth: 1981.64 AICc value: 1060.67.
## Fixed bandwidth: 1225.12 AICc value: 1058.01.
## Fixed bandwidth: 757.559 AICc value: 1057.26.
## Fixed bandwidth: 468.594 AICc value: 1058.05.
## Fixed bandwidth: 936.15 AICc value: 1057.36.
## Fixed bandwidth: 647.184 AICc value: 1057.37.
## Fixed bandwidth: 825.775 AICc value: 1057.27.
## Fixed bandwidth: 715.4 AICc value: 1057.28.
## Fixed bandwidth: 783.616 AICc value: 1057.26.
## Fixed bandwidth: 799.719 AICc value: 1057.26.
## Fixed bandwidth: 773.663 AICc value: 1057.26.
## Fixed bandwidth: 789.766 AICc value: 1057.26.
## Fixed bandwidth: 779.814 AICc value: 1057.26.
## The newly selected bandwidth for variable: X3_merokok is 783.616
## The bandwidth used in the last iteration is: 783.616 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 25 change of RSS (dCVR) is 0.0236322.
## Iteration 26
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1467.57.
## Fixed bandwidth: 1981.64 AICc value: 1440.69.
## Fixed bandwidth: 1225.12 AICc value: 1390.62.
## Fixed bandwidth: 757.559 AICc value: 1313.77.
## Fixed bandwidth: 468.594 AICc value: 1241.73.
## Fixed bandwidth: 290.003 AICc value: 1199.01.
## Fixed bandwidth: 179.628 AICc value: 1173.59.
## Fixed bandwidth: 111.412 AICc value: 1166.84.
## Fixed bandwidth: 69.2528 AICc value: 1207.7.
## Fixed bandwidth: 137.468 AICc value: 1166.51.
## Fixed bandwidth: 153.572 AICc value: 1168.62.
## Fixed bandwidth: 127.516 AICc value: 1165.89.
## Fixed bandwidth: 121.365 AICc value: 1165.91.
## Fixed bandwidth: 131.317 AICc value: 1166.05.
## Fixed bandwidth: 125.166 AICc value: 1165.86.
## Fixed bandwidth: 123.714 AICc value: 1165.86.
## Fixed bandwidth: 126.064 AICc value: 1165.87.
## Fixed bandwidth: 124.612 AICc value: 1165.86.
## Fixed bandwidth: 124.269 AICc value: 1165.86.
## Fixed bandwidth: 124.824 AICc value: 1165.86.
## Fixed bandwidth: 124.481 AICc value: 1165.86.
## The newly selected bandwidth for variable: Intercept is 124.612
## The bandwidth used in the last iteration is: 124.612 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.94.
## Fixed bandwidth: 1981.64 AICc value: 1099.95.
## Fixed bandwidth: 1225.12 AICc value: 1096.73.
## Fixed bandwidth: 757.559 AICc value: 1092.32.
## Fixed bandwidth: 468.594 AICc value: 1087.32.
## Fixed bandwidth: 290.003 AICc value: 1083.75.
## Fixed bandwidth: 179.628 AICc value: 1085.78.
## Fixed bandwidth: 358.219 AICc value: 1084.91.
## Fixed bandwidth: 247.843 AICc value: 1083.57.
## Fixed bandwidth: 221.787 AICc value: 1083.89.
## Fixed bandwidth: 263.947 AICc value: 1083.56.
## Fixed bandwidth: 273.9 AICc value: 1083.61.
## Fixed bandwidth: 257.796 AICc value: 1083.55.
## Fixed bandwidth: 253.994 AICc value: 1083.55.
## Fixed bandwidth: 260.145 AICc value: 1083.55.
## Fixed bandwidth: 256.344 AICc value: 1083.55.
## Fixed bandwidth: 255.447 AICc value: 1083.55.
## Fixed bandwidth: 256.899 AICc value: 1083.55.
## The newly selected bandwidth for variable: X1_miskin is 256.899
## The bandwidth used in the last iteration is: 256.344 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1073.6.
## Fixed bandwidth: 1981.64 AICc value: 1063.78.
## Fixed bandwidth: 1225.12 AICc value: 1057.83.
## Fixed bandwidth: 757.559 AICc value: 1056.65.
## Fixed bandwidth: 468.594 AICc value: 1057.9.
## Fixed bandwidth: 936.15 AICc value: 1056.72.
## Fixed bandwidth: 647.184 AICc value: 1056.88.
## Fixed bandwidth: 825.775 AICc value: 1056.61.
## Fixed bandwidth: 867.935 AICc value: 1056.63.
## Fixed bandwidth: 799.719 AICc value: 1056.62.
## Fixed bandwidth: 841.879 AICc value: 1056.62.
## Fixed bandwidth: 815.823 AICc value: 1056.61.
## The newly selected bandwidth for variable: X2_sanitasi is 825.775
## The bandwidth used in the last iteration is: 815.823 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.57.
## Fixed bandwidth: 1981.64 AICc value: 1060.93.
## Fixed bandwidth: 1225.12 AICc value: 1058.26.
## Fixed bandwidth: 757.559 AICc value: 1057.5.
## Fixed bandwidth: 468.594 AICc value: 1058.28.
## Fixed bandwidth: 936.15 AICc value: 1057.61.
## Fixed bandwidth: 647.184 AICc value: 1057.6.
## Fixed bandwidth: 825.775 AICc value: 1057.51.
## Fixed bandwidth: 715.4 AICc value: 1057.52.
## Fixed bandwidth: 783.616 AICc value: 1057.5.
## Fixed bandwidth: 799.719 AICc value: 1057.5.
## Fixed bandwidth: 773.663 AICc value: 1057.5.
## Fixed bandwidth: 789.766 AICc value: 1057.5.
## Fixed bandwidth: 779.814 AICc value: 1057.5.
## The newly selected bandwidth for variable: X3_merokok is 779.814
## The bandwidth used in the last iteration is: 783.616 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 26 change of RSS (dCVR) is 0.0183396.
## Iteration 27
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1468.05.
## Fixed bandwidth: 1981.64 AICc value: 1441.14.
## Fixed bandwidth: 1225.12 AICc value: 1391.02.
## Fixed bandwidth: 757.559 AICc value: 1314.1.
## Fixed bandwidth: 468.594 AICc value: 1241.99.
## Fixed bandwidth: 290.003 AICc value: 1199.23.
## Fixed bandwidth: 179.628 AICc value: 1173.77.
## Fixed bandwidth: 111.412 AICc value: 1166.99.
## Fixed bandwidth: 69.2528 AICc value: 1207.76.
## Fixed bandwidth: 137.468 AICc value: 1166.68.
## Fixed bandwidth: 153.572 AICc value: 1168.79.
## Fixed bandwidth: 127.516 AICc value: 1166.05.
## Fixed bandwidth: 121.365 AICc value: 1166.06.
## Fixed bandwidth: 131.317 AICc value: 1166.21.
## Fixed bandwidth: 125.166 AICc value: 1166.02.
## Fixed bandwidth: 123.714 AICc value: 1166.02.
## Fixed bandwidth: 126.064 AICc value: 1166.02.
## Fixed bandwidth: 124.612 AICc value: 1166.01.
## Fixed bandwidth: 124.269 AICc value: 1166.01.
## Fixed bandwidth: 124.824 AICc value: 1166.01.
## Fixed bandwidth: 124.481 AICc value: 1166.01.
## The newly selected bandwidth for variable: Intercept is 124.481
## The bandwidth used in the last iteration is: 124.612 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.75.
## Fixed bandwidth: 1981.64 AICc value: 1099.78.
## Fixed bandwidth: 1225.12 AICc value: 1096.57.
## Fixed bandwidth: 757.559 AICc value: 1092.17.
## Fixed bandwidth: 468.594 AICc value: 1087.18.
## Fixed bandwidth: 290.003 AICc value: 1083.63.
## Fixed bandwidth: 179.628 AICc value: 1085.67.
## Fixed bandwidth: 358.219 AICc value: 1084.79.
## Fixed bandwidth: 247.843 AICc value: 1083.45.
## Fixed bandwidth: 221.787 AICc value: 1083.78.
## Fixed bandwidth: 263.947 AICc value: 1083.44.
## Fixed bandwidth: 273.9 AICc value: 1083.49.
## Fixed bandwidth: 257.796 AICc value: 1083.43.
## Fixed bandwidth: 253.994 AICc value: 1083.43.
## Fixed bandwidth: 260.145 AICc value: 1083.43.
## Fixed bandwidth: 256.344 AICc value: 1083.43.
## The newly selected bandwidth for variable: X1_miskin is 256.344
## The bandwidth used in the last iteration is: 256.899 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1072.63.
## Fixed bandwidth: 1981.64 AICc value: 1063.17.
## Fixed bandwidth: 1225.12 AICc value: 1057.45.
## Fixed bandwidth: 757.559 AICc value: 1056.36.
## Fixed bandwidth: 468.594 AICc value: 1057.63.
## Fixed bandwidth: 936.15 AICc value: 1056.41.
## Fixed bandwidth: 647.184 AICc value: 1056.6.
## Fixed bandwidth: 825.775 AICc value: 1056.32.
## Fixed bandwidth: 867.935 AICc value: 1056.33.
## Fixed bandwidth: 799.719 AICc value: 1056.32.
## Fixed bandwidth: 841.879 AICc value: 1056.32.
## Fixed bandwidth: 815.823 AICc value: 1056.32.
## Fixed bandwidth: 831.926 AICc value: 1056.32.
## The newly selected bandwidth for variable: X2_sanitasi is 825.775
## The bandwidth used in the last iteration is: 825.775 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.35.
## Fixed bandwidth: 1981.64 AICc value: 1060.7.
## Fixed bandwidth: 1225.12 AICc value: 1058.01.
## Fixed bandwidth: 757.559 AICc value: 1057.25.
## Fixed bandwidth: 468.594 AICc value: 1058.03.
## Fixed bandwidth: 936.15 AICc value: 1057.36.
## Fixed bandwidth: 647.184 AICc value: 1057.35.
## Fixed bandwidth: 825.775 AICc value: 1057.26.
## Fixed bandwidth: 715.4 AICc value: 1057.27.
## Fixed bandwidth: 783.616 AICc value: 1057.25.
## Fixed bandwidth: 799.719 AICc value: 1057.25.
## Fixed bandwidth: 773.663 AICc value: 1057.25.
## Fixed bandwidth: 789.766 AICc value: 1057.25.
## Fixed bandwidth: 779.814 AICc value: 1057.25.
## The newly selected bandwidth for variable: X3_merokok is 779.814
## The bandwidth used in the last iteration is: 779.814 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 27 change of RSS (dCVR) is 0.0212393.
## Iteration 28
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1468.39.
## Fixed bandwidth: 1981.64 AICc value: 1441.45.
## Fixed bandwidth: 1225.12 AICc value: 1391.28.
## Fixed bandwidth: 757.559 AICc value: 1314.28.
## Fixed bandwidth: 468.594 AICc value: 1242.09.
## Fixed bandwidth: 290.003 AICc value: 1199.27.
## Fixed bandwidth: 179.628 AICc value: 1173.8.
## Fixed bandwidth: 111.412 AICc value: 1166.97.
## Fixed bandwidth: 69.2528 AICc value: 1207.67.
## Fixed bandwidth: 137.468 AICc value: 1166.68.
## Fixed bandwidth: 153.572 AICc value: 1168.8.
## Fixed bandwidth: 127.516 AICc value: 1166.05.
## Fixed bandwidth: 121.365 AICc value: 1166.05.
## Fixed bandwidth: 131.317 AICc value: 1166.21.
## Fixed bandwidth: 125.166 AICc value: 1166.01.
## Fixed bandwidth: 123.714 AICc value: 1166.01.
## Fixed bandwidth: 122.817 AICc value: 1166.02.
## Fixed bandwidth: 124.269 AICc value: 1166.
## Fixed bandwidth: 124.612 AICc value: 1166.
## Fixed bandwidth: 124.057 AICc value: 1166.
## Fixed bandwidth: 124.4 AICc value: 1166.
## The newly selected bandwidth for variable: Intercept is 124.4
## The bandwidth used in the last iteration is: 124.481 and the difference in bandwidths is: 0.0809201
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.69.
## Fixed bandwidth: 1981.64 AICc value: 1099.73.
## Fixed bandwidth: 1225.12 AICc value: 1096.54.
## Fixed bandwidth: 757.559 AICc value: 1092.14.
## Fixed bandwidth: 468.594 AICc value: 1087.14.
## Fixed bandwidth: 290.003 AICc value: 1083.59.
## Fixed bandwidth: 179.628 AICc value: 1085.63.
## Fixed bandwidth: 358.219 AICc value: 1084.75.
## Fixed bandwidth: 247.843 AICc value: 1083.41.
## Fixed bandwidth: 221.787 AICc value: 1083.73.
## Fixed bandwidth: 263.947 AICc value: 1083.4.
## Fixed bandwidth: 273.9 AICc value: 1083.45.
## Fixed bandwidth: 257.796 AICc value: 1083.39.
## Fixed bandwidth: 253.994 AICc value: 1083.39.
## Fixed bandwidth: 260.145 AICc value: 1083.39.
## Fixed bandwidth: 256.344 AICc value: 1083.39.
## The newly selected bandwidth for variable: X1_miskin is 256.344
## The bandwidth used in the last iteration is: 256.344 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1072.01.
## Fixed bandwidth: 1981.64 AICc value: 1062.85.
## Fixed bandwidth: 1225.12 AICc value: 1057.33.
## Fixed bandwidth: 757.559 AICc value: 1056.31.
## Fixed bandwidth: 468.594 AICc value: 1057.59.
## Fixed bandwidth: 936.15 AICc value: 1056.34.
## Fixed bandwidth: 647.184 AICc value: 1056.56.
## Fixed bandwidth: 825.775 AICc value: 1056.26.
## Fixed bandwidth: 867.935 AICc value: 1056.27.
## Fixed bandwidth: 799.719 AICc value: 1056.27.
## Fixed bandwidth: 841.879 AICc value: 1056.26.
## Fixed bandwidth: 851.831 AICc value: 1056.26.
## Fixed bandwidth: 835.728 AICc value: 1056.26.
## Fixed bandwidth: 831.926 AICc value: 1056.26.
## The newly selected bandwidth for variable: X2_sanitasi is 835.728
## The bandwidth used in the last iteration is: 825.775 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.41.
## Fixed bandwidth: 1981.64 AICc value: 1060.74.
## Fixed bandwidth: 1225.12 AICc value: 1058.04.
## Fixed bandwidth: 757.559 AICc value: 1057.27.
## Fixed bandwidth: 468.594 AICc value: 1058.05.
## Fixed bandwidth: 936.15 AICc value: 1057.39.
## Fixed bandwidth: 647.184 AICc value: 1057.37.
## Fixed bandwidth: 825.775 AICc value: 1057.28.
## Fixed bandwidth: 715.4 AICc value: 1057.29.
## Fixed bandwidth: 783.616 AICc value: 1057.27.
## Fixed bandwidth: 799.719 AICc value: 1057.27.
## Fixed bandwidth: 773.663 AICc value: 1057.27.
## The newly selected bandwidth for variable: X3_merokok is 783.616
## The bandwidth used in the last iteration is: 779.814 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 28 change of RSS (dCVR) is 0.00926895.
## Iteration 29
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1468.82.
## Fixed bandwidth: 1981.64 AICc value: 1441.85.
## Fixed bandwidth: 1225.12 AICc value: 1391.64.
## Fixed bandwidth: 757.559 AICc value: 1314.57.
## Fixed bandwidth: 468.594 AICc value: 1242.32.
## Fixed bandwidth: 290.003 AICc value: 1199.47.
## Fixed bandwidth: 179.628 AICc value: 1173.97.
## Fixed bandwidth: 111.412 AICc value: 1167.09.
## Fixed bandwidth: 69.2528 AICc value: 1207.71.
## Fixed bandwidth: 137.468 AICc value: 1166.83.
## Fixed bandwidth: 153.572 AICc value: 1168.97.
## Fixed bandwidth: 127.516 AICc value: 1166.19.
## Fixed bandwidth: 121.365 AICc value: 1166.19.
## Fixed bandwidth: 117.563 AICc value: 1166.38.
## Fixed bandwidth: 123.714 AICc value: 1166.15.
## Fixed bandwidth: 125.166 AICc value: 1166.15.
## Fixed bandwidth: 122.817 AICc value: 1166.16.
## Fixed bandwidth: 124.269 AICc value: 1166.15.
## Fixed bandwidth: 124.612 AICc value: 1166.15.
## Fixed bandwidth: 124.057 AICc value: 1166.15.
## Fixed bandwidth: 124.4 AICc value: 1166.15.
## The newly selected bandwidth for variable: Intercept is 124.269
## The bandwidth used in the last iteration is: 124.4 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.61.
## Fixed bandwidth: 1981.64 AICc value: 1099.66.
## Fixed bandwidth: 1225.12 AICc value: 1096.48.
## Fixed bandwidth: 757.559 AICc value: 1092.08.
## Fixed bandwidth: 468.594 AICc value: 1087.09.
## Fixed bandwidth: 290.003 AICc value: 1083.54.
## Fixed bandwidth: 179.628 AICc value: 1085.58.
## Fixed bandwidth: 358.219 AICc value: 1084.7.
## Fixed bandwidth: 247.843 AICc value: 1083.36.
## Fixed bandwidth: 221.787 AICc value: 1083.68.
## Fixed bandwidth: 263.947 AICc value: 1083.35.
## Fixed bandwidth: 273.9 AICc value: 1083.4.
## Fixed bandwidth: 257.796 AICc value: 1083.34.
## Fixed bandwidth: 253.994 AICc value: 1083.34.
## Fixed bandwidth: 260.145 AICc value: 1083.34.
## Fixed bandwidth: 256.344 AICc value: 1083.34.
## The newly selected bandwidth for variable: X1_miskin is 256.344
## The bandwidth used in the last iteration is: 256.344 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1071.31.
## Fixed bandwidth: 1981.64 AICc value: 1062.46.
## Fixed bandwidth: 1225.12 AICc value: 1057.15.
## Fixed bandwidth: 757.559 AICc value: 1056.2.
## Fixed bandwidth: 468.594 AICc value: 1057.49.
## Fixed bandwidth: 936.15 AICc value: 1056.21.
## Fixed bandwidth: 647.184 AICc value: 1056.45.
## Fixed bandwidth: 825.775 AICc value: 1056.15.
## Fixed bandwidth: 867.935 AICc value: 1056.15.
## Fixed bandwidth: 799.719 AICc value: 1056.16.
## Fixed bandwidth: 841.879 AICc value: 1056.14.
## Fixed bandwidth: 851.831 AICc value: 1056.14.
## Fixed bandwidth: 835.728 AICc value: 1056.14.
## Fixed bandwidth: 845.68 AICc value: 1056.14.
## Fixed bandwidth: 839.529 AICc value: 1056.14.
## The newly selected bandwidth for variable: X2_sanitasi is 841.879
## The bandwidth used in the last iteration is: 835.728 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.32.
## Fixed bandwidth: 1981.64 AICc value: 1060.64.
## Fixed bandwidth: 1225.12 AICc value: 1057.95.
## Fixed bandwidth: 757.559 AICc value: 1057.17.
## Fixed bandwidth: 468.594 AICc value: 1057.95.
## Fixed bandwidth: 936.15 AICc value: 1057.29.
## Fixed bandwidth: 647.184 AICc value: 1057.27.
## Fixed bandwidth: 825.775 AICc value: 1057.18.
## Fixed bandwidth: 715.4 AICc value: 1057.19.
## Fixed bandwidth: 783.616 AICc value: 1057.17.
## Fixed bandwidth: 799.719 AICc value: 1057.17.
## Fixed bandwidth: 773.663 AICc value: 1057.17.
## The newly selected bandwidth for variable: X3_merokok is 783.616
## The bandwidth used in the last iteration is: 783.616 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 29 change of RSS (dCVR) is 0.0133363.
## Iteration 30
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1469.23.
## Fixed bandwidth: 1981.64 AICc value: 1442.24.
## Fixed bandwidth: 1225.12 AICc value: 1391.98.
## Fixed bandwidth: 757.559 AICc value: 1314.85.
## Fixed bandwidth: 468.594 AICc value: 1242.53.
## Fixed bandwidth: 290.003 AICc value: 1199.64.
## Fixed bandwidth: 179.628 AICc value: 1174.11.
## Fixed bandwidth: 111.412 AICc value: 1167.18.
## Fixed bandwidth: 69.2528 AICc value: 1207.73.
## Fixed bandwidth: 137.468 AICc value: 1166.95.
## Fixed bandwidth: 153.572 AICc value: 1169.1.
## Fixed bandwidth: 127.516 AICc value: 1166.3.
## Fixed bandwidth: 121.365 AICc value: 1166.29.
## Fixed bandwidth: 117.563 AICc value: 1166.48.
## Fixed bandwidth: 123.714 AICc value: 1166.25.
## Fixed bandwidth: 125.166 AICc value: 1166.26.
## Fixed bandwidth: 122.817 AICc value: 1166.26.
## Fixed bandwidth: 124.269 AICc value: 1166.25.
## Fixed bandwidth: 124.612 AICc value: 1166.25.
## Fixed bandwidth: 124.057 AICc value: 1166.25.
## The newly selected bandwidth for variable: Intercept is 124.269
## The bandwidth used in the last iteration is: 124.269 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.68.
## Fixed bandwidth: 1981.64 AICc value: 1099.75.
## Fixed bandwidth: 1225.12 AICc value: 1096.58.
## Fixed bandwidth: 757.559 AICc value: 1092.18.
## Fixed bandwidth: 468.594 AICc value: 1087.18.
## Fixed bandwidth: 290.003 AICc value: 1083.64.
## Fixed bandwidth: 179.628 AICc value: 1085.66.
## Fixed bandwidth: 358.219 AICc value: 1084.79.
## Fixed bandwidth: 247.843 AICc value: 1083.45.
## Fixed bandwidth: 221.787 AICc value: 1083.77.
## Fixed bandwidth: 263.947 AICc value: 1083.44.
## Fixed bandwidth: 273.9 AICc value: 1083.49.
## Fixed bandwidth: 257.796 AICc value: 1083.43.
## Fixed bandwidth: 253.994 AICc value: 1083.44.
## Fixed bandwidth: 260.145 AICc value: 1083.44.
## Fixed bandwidth: 256.344 AICc value: 1083.43.
## Fixed bandwidth: 255.447 AICc value: 1083.43.
## Fixed bandwidth: 256.899 AICc value: 1083.43.
## The newly selected bandwidth for variable: X1_miskin is 256.899
## The bandwidth used in the last iteration is: 256.344 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1070.9.
## Fixed bandwidth: 1981.64 AICc value: 1062.36.
## Fixed bandwidth: 1225.12 AICc value: 1057.24.
## Fixed bandwidth: 757.559 AICc value: 1056.36.
## Fixed bandwidth: 468.594 AICc value: 1057.66.
## Fixed bandwidth: 936.15 AICc value: 1056.35.
## Fixed bandwidth: 1046.53 AICc value: 1056.57.
## Fixed bandwidth: 867.935 AICc value: 1056.3.
## Fixed bandwidth: 825.775 AICc value: 1056.3.
## Fixed bandwidth: 893.991 AICc value: 1056.31.
## Fixed bandwidth: 851.831 AICc value: 1056.29.
## Fixed bandwidth: 841.879 AICc value: 1056.29.
## The newly selected bandwidth for variable: X2_sanitasi is 851.831
## The bandwidth used in the last iteration is: 841.879 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.56.
## Fixed bandwidth: 1981.64 AICc value: 1060.88.
## Fixed bandwidth: 1225.12 AICc value: 1058.17.
## Fixed bandwidth: 757.559 AICc value: 1057.4.
## Fixed bandwidth: 468.594 AICc value: 1058.16.
## Fixed bandwidth: 936.15 AICc value: 1057.51.
## Fixed bandwidth: 647.184 AICc value: 1057.49.
## Fixed bandwidth: 825.775 AICc value: 1057.41.
## Fixed bandwidth: 715.4 AICc value: 1057.42.
## Fixed bandwidth: 783.616 AICc value: 1057.39.
## Fixed bandwidth: 799.719 AICc value: 1057.4.
## Fixed bandwidth: 773.663 AICc value: 1057.39.
## Fixed bandwidth: 767.512 AICc value: 1057.4.
## Fixed bandwidth: 777.465 AICc value: 1057.39.
## The newly selected bandwidth for variable: X3_merokok is 777.465
## The bandwidth used in the last iteration is: 783.616 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 30 change of RSS (dCVR) is 0.0166256.
## Iteration 31
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1469.66.
## Fixed bandwidth: 1981.64 AICc value: 1442.64.
## Fixed bandwidth: 1225.12 AICc value: 1392.35.
## Fixed bandwidth: 757.559 AICc value: 1315.15.
## Fixed bandwidth: 468.594 AICc value: 1242.77.
## Fixed bandwidth: 290.003 AICc value: 1199.84.
## Fixed bandwidth: 179.628 AICc value: 1174.28.
## Fixed bandwidth: 111.412 AICc value: 1167.32.
## Fixed bandwidth: 69.2528 AICc value: 1207.79.
## Fixed bandwidth: 137.468 AICc value: 1167.1.
## Fixed bandwidth: 153.572 AICc value: 1169.26.
## Fixed bandwidth: 127.516 AICc value: 1166.45.
## Fixed bandwidth: 121.365 AICc value: 1166.43.
## Fixed bandwidth: 117.563 AICc value: 1166.62.
## Fixed bandwidth: 123.714 AICc value: 1166.4.
## Fixed bandwidth: 125.166 AICc value: 1166.4.
## Fixed bandwidth: 122.817 AICc value: 1166.4.
## Fixed bandwidth: 124.269 AICc value: 1166.4.
## Fixed bandwidth: 124.612 AICc value: 1166.4.
## Fixed bandwidth: 124.057 AICc value: 1166.4.
## The newly selected bandwidth for variable: Intercept is 124.057
## The bandwidth used in the last iteration is: 124.269 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.35.
## Fixed bandwidth: 1981.64 AICc value: 1099.43.
## Fixed bandwidth: 1225.12 AICc value: 1096.27.
## Fixed bandwidth: 757.559 AICc value: 1091.89.
## Fixed bandwidth: 468.594 AICc value: 1086.9.
## Fixed bandwidth: 290.003 AICc value: 1083.38.
## Fixed bandwidth: 179.628 AICc value: 1085.44.
## Fixed bandwidth: 358.219 AICc value: 1084.52.
## Fixed bandwidth: 247.843 AICc value: 1083.21.
## Fixed bandwidth: 221.787 AICc value: 1083.54.
## Fixed bandwidth: 263.947 AICc value: 1083.19.
## Fixed bandwidth: 273.9 AICc value: 1083.24.
## Fixed bandwidth: 257.796 AICc value: 1083.19.
## Fixed bandwidth: 253.994 AICc value: 1083.19.
## Fixed bandwidth: 260.145 AICc value: 1083.19.
## Fixed bandwidth: 256.344 AICc value: 1083.19.
## Fixed bandwidth: 258.693 AICc value: 1083.19.
## Fixed bandwidth: 257.241 AICc value: 1083.19.
## The newly selected bandwidth for variable: X1_miskin is 257.241
## The bandwidth used in the last iteration is: 256.899 and the difference in bandwidths is: 0.342783
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1070.12.
## Fixed bandwidth: 1981.64 AICc value: 1061.86.
## Fixed bandwidth: 1225.12 AICc value: 1056.94.
## Fixed bandwidth: 757.559 AICc value: 1056.12.
## Fixed bandwidth: 468.594 AICc value: 1057.43.
## Fixed bandwidth: 936.15 AICc value: 1056.09.
## Fixed bandwidth: 1046.53 AICc value: 1056.3.
## Fixed bandwidth: 867.935 AICc value: 1056.05.
## Fixed bandwidth: 825.775 AICc value: 1056.05.
## Fixed bandwidth: 893.991 AICc value: 1056.06.
## Fixed bandwidth: 851.831 AICc value: 1056.05.
## Fixed bandwidth: 841.879 AICc value: 1056.05.
## Fixed bandwidth: 857.982 AICc value: 1056.05.
## The newly selected bandwidth for variable: X2_sanitasi is 851.831
## The bandwidth used in the last iteration is: 851.831 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.42.
## Fixed bandwidth: 1981.64 AICc value: 1060.72.
## Fixed bandwidth: 1225.12 AICc value: 1058.
## Fixed bandwidth: 757.559 AICc value: 1057.22.
## Fixed bandwidth: 468.594 AICc value: 1057.97.
## Fixed bandwidth: 936.15 AICc value: 1057.34.
## Fixed bandwidth: 647.184 AICc value: 1057.31.
## Fixed bandwidth: 825.775 AICc value: 1057.23.
## Fixed bandwidth: 715.4 AICc value: 1057.24.
## Fixed bandwidth: 783.616 AICc value: 1057.22.
## Fixed bandwidth: 799.719 AICc value: 1057.22.
## Fixed bandwidth: 773.663 AICc value: 1057.22.
## Fixed bandwidth: 767.512 AICc value: 1057.22.
## Fixed bandwidth: 777.465 AICc value: 1057.22.
## The newly selected bandwidth for variable: X3_merokok is 773.663
## The bandwidth used in the last iteration is: 777.465 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 31 change of RSS (dCVR) is 0.0202313.
## Iteration 32
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1470.11.
## Fixed bandwidth: 1981.64 AICc value: 1443.07.
## Fixed bandwidth: 1225.12 AICc value: 1392.73.
## Fixed bandwidth: 757.559 AICc value: 1315.47.
## Fixed bandwidth: 468.594 AICc value: 1243.02.
## Fixed bandwidth: 290.003 AICc value: 1200.04.
## Fixed bandwidth: 179.628 AICc value: 1174.42.
## Fixed bandwidth: 111.412 AICc value: 1167.39.
## Fixed bandwidth: 69.2528 AICc value: 1207.78.
## Fixed bandwidth: 137.468 AICc value: 1167.21.
## Fixed bandwidth: 153.572 AICc value: 1169.38.
## Fixed bandwidth: 127.516 AICc value: 1166.55.
## Fixed bandwidth: 121.365 AICc value: 1166.52.
## Fixed bandwidth: 117.563 AICc value: 1166.7.
## Fixed bandwidth: 123.714 AICc value: 1166.49.
## Fixed bandwidth: 125.166 AICc value: 1166.5.
## Fixed bandwidth: 122.817 AICc value: 1166.5.
## Fixed bandwidth: 124.269 AICc value: 1166.49.
## The newly selected bandwidth for variable: Intercept is 123.714
## The bandwidth used in the last iteration is: 124.057 and the difference in bandwidths is: 0.342783
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.76.
## Fixed bandwidth: 1981.64 AICc value: 1098.85.
## Fixed bandwidth: 1225.12 AICc value: 1095.71.
## Fixed bandwidth: 757.559 AICc value: 1091.34.
## Fixed bandwidth: 468.594 AICc value: 1086.38.
## Fixed bandwidth: 290.003 AICc value: 1082.89.
## Fixed bandwidth: 179.628 AICc value: 1085.
## Fixed bandwidth: 358.219 AICc value: 1084.02.
## Fixed bandwidth: 247.843 AICc value: 1082.73.
## Fixed bandwidth: 221.787 AICc value: 1083.07.
## Fixed bandwidth: 263.947 AICc value: 1082.72.
## Fixed bandwidth: 273.9 AICc value: 1082.76.
## Fixed bandwidth: 257.796 AICc value: 1082.71.
## Fixed bandwidth: 253.994 AICc value: 1082.71.
## Fixed bandwidth: 260.145 AICc value: 1082.71.
## Fixed bandwidth: 256.344 AICc value: 1082.71.
## Fixed bandwidth: 258.693 AICc value: 1082.71.
## The newly selected bandwidth for variable: X1_miskin is 257.796
## The bandwidth used in the last iteration is: 257.241 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1069.28.
## Fixed bandwidth: 1981.64 AICc value: 1061.27.
## Fixed bandwidth: 1225.12 AICc value: 1056.51.
## Fixed bandwidth: 757.559 AICc value: 1055.75.
## Fixed bandwidth: 468.594 AICc value: 1057.07.
## Fixed bandwidth: 936.15 AICc value: 1055.71.
## Fixed bandwidth: 1046.53 AICc value: 1055.9.
## Fixed bandwidth: 867.935 AICc value: 1055.67.
## Fixed bandwidth: 825.775 AICc value: 1055.68.
## Fixed bandwidth: 893.991 AICc value: 1055.68.
## Fixed bandwidth: 851.831 AICc value: 1055.67.
## The newly selected bandwidth for variable: X2_sanitasi is 867.935
## The bandwidth used in the last iteration is: 851.831 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.25.
## Fixed bandwidth: 1981.64 AICc value: 1060.54.
## Fixed bandwidth: 1225.12 AICc value: 1057.8.
## Fixed bandwidth: 757.559 AICc value: 1057.
## Fixed bandwidth: 468.594 AICc value: 1057.75.
## Fixed bandwidth: 936.15 AICc value: 1057.13.
## Fixed bandwidth: 647.184 AICc value: 1057.1.
## Fixed bandwidth: 825.775 AICc value: 1057.02.
## Fixed bandwidth: 715.4 AICc value: 1057.02.
## Fixed bandwidth: 783.616 AICc value: 1057.
## Fixed bandwidth: 799.719 AICc value: 1057.01.
## Fixed bandwidth: 773.663 AICc value: 1057.
## Fixed bandwidth: 767.512 AICc value: 1057.
## Fixed bandwidth: 777.465 AICc value: 1057.
## The newly selected bandwidth for variable: X3_merokok is 773.663
## The bandwidth used in the last iteration is: 773.663 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 32 change of RSS (dCVR) is 0.0205989.
## Iteration 33
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1470.71.
## Fixed bandwidth: 1981.64 AICc value: 1443.65.
## Fixed bandwidth: 1225.12 AICc value: 1393.28.
## Fixed bandwidth: 757.559 AICc value: 1315.97.
## Fixed bandwidth: 468.594 AICc value: 1243.46.
## Fixed bandwidth: 290.003 AICc value: 1200.42.
## Fixed bandwidth: 179.628 AICc value: 1174.74.
## Fixed bandwidth: 111.412 AICc value: 1167.63.
## Fixed bandwidth: 69.2528 AICc value: 1207.91.
## Fixed bandwidth: 137.468 AICc value: 1167.49.
## Fixed bandwidth: 153.572 AICc value: 1169.68.
## Fixed bandwidth: 127.516 AICc value: 1166.81.
## Fixed bandwidth: 121.365 AICc value: 1166.78.
## Fixed bandwidth: 117.563 AICc value: 1166.95.
## Fixed bandwidth: 123.714 AICc value: 1166.75.
## Fixed bandwidth: 125.166 AICc value: 1166.76.
## Fixed bandwidth: 122.817 AICc value: 1166.75.
## Fixed bandwidth: 124.269 AICc value: 1166.75.
## Fixed bandwidth: 123.372 AICc value: 1166.75.
## Fixed bandwidth: 123.926 AICc value: 1166.75.
## The newly selected bandwidth for variable: Intercept is 123.926
## The bandwidth used in the last iteration is: 123.714 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.12.
## Fixed bandwidth: 1981.64 AICc value: 1099.23.
## Fixed bandwidth: 1225.12 AICc value: 1096.1.
## Fixed bandwidth: 757.559 AICc value: 1091.74.
## Fixed bandwidth: 468.594 AICc value: 1086.79.
## Fixed bandwidth: 290.003 AICc value: 1083.3.
## Fixed bandwidth: 179.628 AICc value: 1085.38.
## Fixed bandwidth: 358.219 AICc value: 1084.43.
## Fixed bandwidth: 247.843 AICc value: 1083.13.
## Fixed bandwidth: 221.787 AICc value: 1083.47.
## Fixed bandwidth: 263.947 AICc value: 1083.12.
## Fixed bandwidth: 273.9 AICc value: 1083.16.
## Fixed bandwidth: 257.796 AICc value: 1083.11.
## Fixed bandwidth: 253.994 AICc value: 1083.11.
## Fixed bandwidth: 260.145 AICc value: 1083.11.
## Fixed bandwidth: 256.344 AICc value: 1083.11.
## Fixed bandwidth: 258.693 AICc value: 1083.11.
## Fixed bandwidth: 257.241 AICc value: 1083.11.
## Fixed bandwidth: 258.139 AICc value: 1083.11.
## The newly selected bandwidth for variable: X1_miskin is 257.796
## The bandwidth used in the last iteration is: 257.796 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1069.05.
## Fixed bandwidth: 1981.64 AICc value: 1061.32.
## Fixed bandwidth: 1225.12 AICc value: 1056.75.
## Fixed bandwidth: 757.559 AICc value: 1056.04.
## Fixed bandwidth: 468.594 AICc value: 1057.38.
## Fixed bandwidth: 936.15 AICc value: 1055.99.
## Fixed bandwidth: 1046.53 AICc value: 1056.17.
## Fixed bandwidth: 867.935 AICc value: 1055.96.
## Fixed bandwidth: 825.775 AICc value: 1055.97.
## Fixed bandwidth: 893.991 AICc value: 1055.96.
## Fixed bandwidth: 851.831 AICc value: 1055.96.
## Fixed bandwidth: 877.887 AICc value: 1055.96.
## Fixed bandwidth: 861.784 AICc value: 1055.96.
## Fixed bandwidth: 871.736 AICc value: 1055.96.
## Fixed bandwidth: 865.585 AICc value: 1055.96.
## The newly selected bandwidth for variable: X2_sanitasi is 867.935
## The bandwidth used in the last iteration is: 867.935 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.57.
## Fixed bandwidth: 1981.64 AICc value: 1060.84.
## Fixed bandwidth: 1225.12 AICc value: 1058.1.
## Fixed bandwidth: 757.559 AICc value: 1057.3.
## Fixed bandwidth: 468.594 AICc value: 1058.04.
## Fixed bandwidth: 936.15 AICc value: 1057.42.
## Fixed bandwidth: 647.184 AICc value: 1057.39.
## Fixed bandwidth: 825.775 AICc value: 1057.31.
## Fixed bandwidth: 715.4 AICc value: 1057.32.
## Fixed bandwidth: 783.616 AICc value: 1057.3.
## Fixed bandwidth: 799.719 AICc value: 1057.3.
## Fixed bandwidth: 773.663 AICc value: 1057.3.
## Fixed bandwidth: 767.512 AICc value: 1057.3.
## Fixed bandwidth: 777.465 AICc value: 1057.3.
## Fixed bandwidth: 771.314 AICc value: 1057.3.
## The newly selected bandwidth for variable: X3_merokok is 771.314
## The bandwidth used in the last iteration is: 773.663 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 33 change of RSS (dCVR) is 0.0223382.
## Iteration 34
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1471.01.
## Fixed bandwidth: 1981.64 AICc value: 1443.93.
## Fixed bandwidth: 1225.12 AICc value: 1393.52.
## Fixed bandwidth: 757.559 AICc value: 1316.14.
## Fixed bandwidth: 468.594 AICc value: 1243.57.
## Fixed bandwidth: 290.003 AICc value: 1200.48.
## Fixed bandwidth: 179.628 AICc value: 1174.78.
## Fixed bandwidth: 111.412 AICc value: 1167.65.
## Fixed bandwidth: 69.2528 AICc value: 1207.88.
## Fixed bandwidth: 137.468 AICc value: 1167.52.
## Fixed bandwidth: 153.572 AICc value: 1169.71.
## Fixed bandwidth: 127.516 AICc value: 1166.84.
## Fixed bandwidth: 121.365 AICc value: 1166.8.
## Fixed bandwidth: 117.563 AICc value: 1166.97.
## Fixed bandwidth: 123.714 AICc value: 1166.77.
## Fixed bandwidth: 125.166 AICc value: 1166.78.
## Fixed bandwidth: 122.817 AICc value: 1166.78.
## Fixed bandwidth: 124.269 AICc value: 1166.77.
## Fixed bandwidth: 123.372 AICc value: 1166.77.
## Fixed bandwidth: 123.926 AICc value: 1166.77.
## Fixed bandwidth: 123.583 AICc value: 1166.77.
## Fixed bandwidth: 123.795 AICc value: 1166.77.
## The newly selected bandwidth for variable: Intercept is 123.795
## The bandwidth used in the last iteration is: 123.926 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.93.
## Fixed bandwidth: 1981.64 AICc value: 1099.05.
## Fixed bandwidth: 1225.12 AICc value: 1095.93.
## Fixed bandwidth: 757.559 AICc value: 1091.58.
## Fixed bandwidth: 468.594 AICc value: 1086.63.
## Fixed bandwidth: 290.003 AICc value: 1083.15.
## Fixed bandwidth: 179.628 AICc value: 1085.25.
## Fixed bandwidth: 358.219 AICc value: 1084.28.
## Fixed bandwidth: 247.843 AICc value: 1082.99.
## Fixed bandwidth: 221.787 AICc value: 1083.33.
## Fixed bandwidth: 263.947 AICc value: 1082.97.
## Fixed bandwidth: 273.9 AICc value: 1083.02.
## Fixed bandwidth: 257.796 AICc value: 1082.97.
## Fixed bandwidth: 253.994 AICc value: 1082.97.
## Fixed bandwidth: 260.145 AICc value: 1082.97.
## Fixed bandwidth: 256.344 AICc value: 1082.97.
## Fixed bandwidth: 258.693 AICc value: 1082.97.
## The newly selected bandwidth for variable: X1_miskin is 257.796
## The bandwidth used in the last iteration is: 257.796 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1068.47.
## Fixed bandwidth: 1981.64 AICc value: 1060.97.
## Fixed bandwidth: 1225.12 AICc value: 1056.55.
## Fixed bandwidth: 757.559 AICc value: 1055.9.
## Fixed bandwidth: 468.594 AICc value: 1057.24.
## Fixed bandwidth: 936.15 AICc value: 1055.83.
## Fixed bandwidth: 1046.53 AICc value: 1056.
## Fixed bandwidth: 867.935 AICc value: 1055.81.
## Fixed bandwidth: 825.775 AICc value: 1055.82.
## Fixed bandwidth: 893.991 AICc value: 1055.81.
## Fixed bandwidth: 851.831 AICc value: 1055.81.
## Fixed bandwidth: 877.887 AICc value: 1055.81.
## The newly selected bandwidth for variable: X2_sanitasi is 877.887
## The bandwidth used in the last iteration is: 867.935 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.55.
## Fixed bandwidth: 1981.64 AICc value: 1060.81.
## Fixed bandwidth: 1225.12 AICc value: 1058.06.
## Fixed bandwidth: 757.559 AICc value: 1057.25.
## Fixed bandwidth: 468.594 AICc value: 1057.98.
## Fixed bandwidth: 936.15 AICc value: 1057.37.
## Fixed bandwidth: 647.184 AICc value: 1057.34.
## Fixed bandwidth: 825.775 AICc value: 1057.26.
## Fixed bandwidth: 715.4 AICc value: 1057.26.
## Fixed bandwidth: 783.616 AICc value: 1057.25.
## The newly selected bandwidth for variable: X3_merokok is 783.616
## The bandwidth used in the last iteration is: 771.314 and the difference in bandwidths is: 12.302
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 34 change of RSS (dCVR) is 0.0123506.
## Iteration 35
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1471.45.
## Fixed bandwidth: 1981.64 AICc value: 1444.35.
## Fixed bandwidth: 1225.12 AICc value: 1393.91.
## Fixed bandwidth: 757.559 AICc value: 1316.49.
## Fixed bandwidth: 468.594 AICc value: 1243.89.
## Fixed bandwidth: 290.003 AICc value: 1200.78.
## Fixed bandwidth: 179.628 AICc value: 1175.05.
## Fixed bandwidth: 111.412 AICc value: 1167.85.
## Fixed bandwidth: 69.2528 AICc value: 1208.
## Fixed bandwidth: 137.468 AICc value: 1167.76.
## Fixed bandwidth: 153.572 AICc value: 1169.96.
## Fixed bandwidth: 127.516 AICc value: 1167.06.
## Fixed bandwidth: 121.365 AICc value: 1167.02.
## Fixed bandwidth: 117.563 AICc value: 1167.19.
## Fixed bandwidth: 123.714 AICc value: 1167.
## Fixed bandwidth: 125.166 AICc value: 1167.01.
## Fixed bandwidth: 122.817 AICc value: 1167.
## Fixed bandwidth: 124.269 AICc value: 1167.
## Fixed bandwidth: 123.372 AICc value: 1167.
## Fixed bandwidth: 123.926 AICc value: 1167.
## Fixed bandwidth: 123.583 AICc value: 1167.
## The newly selected bandwidth for variable: Intercept is 123.583
## The bandwidth used in the last iteration is: 123.795 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.78.
## Fixed bandwidth: 1981.64 AICc value: 1098.92.
## Fixed bandwidth: 1225.12 AICc value: 1095.81.
## Fixed bandwidth: 757.559 AICc value: 1091.46.
## Fixed bandwidth: 468.594 AICc value: 1086.52.
## Fixed bandwidth: 290.003 AICc value: 1083.05.
## Fixed bandwidth: 179.628 AICc value: 1085.15.
## Fixed bandwidth: 358.219 AICc value: 1084.17.
## Fixed bandwidth: 247.843 AICc value: 1082.89.
## Fixed bandwidth: 221.787 AICc value: 1083.23.
## Fixed bandwidth: 263.947 AICc value: 1082.87.
## Fixed bandwidth: 273.9 AICc value: 1082.91.
## Fixed bandwidth: 257.796 AICc value: 1082.87.
## Fixed bandwidth: 253.994 AICc value: 1082.87.
## Fixed bandwidth: 260.145 AICc value: 1082.87.
## Fixed bandwidth: 256.344 AICc value: 1082.87.
## Fixed bandwidth: 258.693 AICc value: 1082.87.
## The newly selected bandwidth for variable: X1_miskin is 258.693
## The bandwidth used in the last iteration is: 257.796 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1068.03.
## Fixed bandwidth: 1981.64 AICc value: 1060.77.
## Fixed bandwidth: 1225.12 AICc value: 1056.51.
## Fixed bandwidth: 757.559 AICc value: 1055.92.
## Fixed bandwidth: 468.594 AICc value: 1057.27.
## Fixed bandwidth: 936.15 AICc value: 1055.84.
## Fixed bandwidth: 1046.53 AICc value: 1055.99.
## Fixed bandwidth: 867.935 AICc value: 1055.82.
## Fixed bandwidth: 825.775 AICc value: 1055.84.
## Fixed bandwidth: 893.991 AICc value: 1055.82.
## Fixed bandwidth: 851.831 AICc value: 1055.82.
## Fixed bandwidth: 877.887 AICc value: 1055.82.
## Fixed bandwidth: 884.038 AICc value: 1055.82.
## Fixed bandwidth: 874.086 AICc value: 1055.82.
## Fixed bandwidth: 880.237 AICc value: 1055.82.
## The newly selected bandwidth for variable: X2_sanitasi is 880.237
## The bandwidth used in the last iteration is: 877.887 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.44.
## Fixed bandwidth: 1981.64 AICc value: 1060.71.
## Fixed bandwidth: 1225.12 AICc value: 1057.96.
## Fixed bandwidth: 757.559 AICc value: 1057.15.
## Fixed bandwidth: 468.594 AICc value: 1057.9.
## Fixed bandwidth: 936.15 AICc value: 1057.28.
## Fixed bandwidth: 647.184 AICc value: 1057.24.
## Fixed bandwidth: 825.775 AICc value: 1057.17.
## Fixed bandwidth: 715.4 AICc value: 1057.17.
## Fixed bandwidth: 783.616 AICc value: 1057.15.
## Fixed bandwidth: 799.719 AICc value: 1057.16.
## Fixed bandwidth: 773.663 AICc value: 1057.15.
## Fixed bandwidth: 767.512 AICc value: 1057.15.
## The newly selected bandwidth for variable: X3_merokok is 773.663
## The bandwidth used in the last iteration is: 783.616 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 35 change of RSS (dCVR) is 0.0189968.
## Iteration 36
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1471.9.
## Fixed bandwidth: 1981.64 AICc value: 1444.78.
## Fixed bandwidth: 1225.12 AICc value: 1394.31.
## Fixed bandwidth: 757.559 AICc value: 1316.85.
## Fixed bandwidth: 468.594 AICc value: 1244.19.
## Fixed bandwidth: 290.003 AICc value: 1201.02.
## Fixed bandwidth: 179.628 AICc value: 1175.23.
## Fixed bandwidth: 111.412 AICc value: 1167.97.
## Fixed bandwidth: 69.2528 AICc value: 1208.03.
## Fixed bandwidth: 137.468 AICc value: 1167.91.
## Fixed bandwidth: 153.572 AICc value: 1170.13.
## Fixed bandwidth: 127.516 AICc value: 1167.2.
## Fixed bandwidth: 121.365 AICc value: 1167.15.
## Fixed bandwidth: 117.563 AICc value: 1167.31.
## Fixed bandwidth: 123.714 AICc value: 1167.13.
## Fixed bandwidth: 125.166 AICc value: 1167.14.
## Fixed bandwidth: 122.817 AICc value: 1167.13.
## Fixed bandwidth: 124.269 AICc value: 1167.13.
## Fixed bandwidth: 123.372 AICc value: 1167.13.
## Fixed bandwidth: 123.16 AICc value: 1167.13.
## Fixed bandwidth: 123.503 AICc value: 1167.13.
## The newly selected bandwidth for variable: Intercept is 123.503
## The bandwidth used in the last iteration is: 123.583 and the difference in bandwidths is: 0.0809201
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.54.
## Fixed bandwidth: 1981.64 AICc value: 1098.69.
## Fixed bandwidth: 1225.12 AICc value: 1095.59.
## Fixed bandwidth: 757.559 AICc value: 1091.26.
## Fixed bandwidth: 468.594 AICc value: 1086.33.
## Fixed bandwidth: 290.003 AICc value: 1082.89.
## Fixed bandwidth: 179.628 AICc value: 1085.02.
## Fixed bandwidth: 358.219 AICc value: 1084.
## Fixed bandwidth: 247.843 AICc value: 1082.74.
## Fixed bandwidth: 221.787 AICc value: 1083.09.
## Fixed bandwidth: 263.947 AICc value: 1082.72.
## Fixed bandwidth: 273.9 AICc value: 1082.76.
## Fixed bandwidth: 257.796 AICc value: 1082.71.
## Fixed bandwidth: 253.994 AICc value: 1082.72.
## Fixed bandwidth: 260.145 AICc value: 1082.71.
## Fixed bandwidth: 256.344 AICc value: 1082.72.
## Fixed bandwidth: 258.693 AICc value: 1082.71.
## Fixed bandwidth: 259.248 AICc value: 1082.71.
## The newly selected bandwidth for variable: X1_miskin is 258.693
## The bandwidth used in the last iteration is: 258.693 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1067.46.
## Fixed bandwidth: 1981.64 AICc value: 1060.42.
## Fixed bandwidth: 1225.12 AICc value: 1056.3.
## Fixed bandwidth: 757.559 AICc value: 1055.75.
## Fixed bandwidth: 468.594 AICc value: 1057.11.
## Fixed bandwidth: 936.15 AICc value: 1055.66.
## Fixed bandwidth: 1046.53 AICc value: 1055.8.
## Fixed bandwidth: 867.935 AICc value: 1055.64.
## Fixed bandwidth: 825.775 AICc value: 1055.66.
## Fixed bandwidth: 893.991 AICc value: 1055.64.
## Fixed bandwidth: 910.094 AICc value: 1055.64.
## Fixed bandwidth: 884.038 AICc value: 1055.64.
## Fixed bandwidth: 877.887 AICc value: 1055.64.
## Fixed bandwidth: 887.84 AICc value: 1055.64.
## The newly selected bandwidth for variable: X2_sanitasi is 884.038
## The bandwidth used in the last iteration is: 880.237 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.42.
## Fixed bandwidth: 1981.64 AICc value: 1060.68.
## Fixed bandwidth: 1225.12 AICc value: 1057.91.
## Fixed bandwidth: 757.559 AICc value: 1057.1.
## Fixed bandwidth: 468.594 AICc value: 1057.83.
## Fixed bandwidth: 936.15 AICc value: 1057.23.
## Fixed bandwidth: 647.184 AICc value: 1057.18.
## Fixed bandwidth: 825.775 AICc value: 1057.11.
## Fixed bandwidth: 715.4 AICc value: 1057.11.
## Fixed bandwidth: 783.616 AICc value: 1057.1.
## Fixed bandwidth: 741.456 AICc value: 1057.1.
## Fixed bandwidth: 767.512 AICc value: 1057.1.
## Fixed bandwidth: 773.663 AICc value: 1057.1.
## The newly selected bandwidth for variable: X3_merokok is 767.512
## The bandwidth used in the last iteration is: 773.663 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 36 change of RSS (dCVR) is 0.0162733.
## Iteration 37
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1472.23.
## Fixed bandwidth: 1981.64 AICc value: 1445.09.
## Fixed bandwidth: 1225.12 AICc value: 1394.58.
## Fixed bandwidth: 757.559 AICc value: 1317.06.
## Fixed bandwidth: 468.594 AICc value: 1244.33.
## Fixed bandwidth: 290.003 AICc value: 1201.12.
## Fixed bandwidth: 179.628 AICc value: 1175.29.
## Fixed bandwidth: 111.412 AICc value: 1167.99.
## Fixed bandwidth: 69.2528 AICc value: 1207.98.
## Fixed bandwidth: 137.468 AICc value: 1167.94.
## Fixed bandwidth: 153.572 AICc value: 1170.17.
## Fixed bandwidth: 127.516 AICc value: 1167.23.
## Fixed bandwidth: 121.365 AICc value: 1167.18.
## Fixed bandwidth: 117.563 AICc value: 1167.34.
## Fixed bandwidth: 123.714 AICc value: 1167.16.
## Fixed bandwidth: 125.166 AICc value: 1167.17.
## Fixed bandwidth: 122.817 AICc value: 1167.16.
## Fixed bandwidth: 124.269 AICc value: 1167.16.
## Fixed bandwidth: 123.372 AICc value: 1167.16.
## Fixed bandwidth: 123.16 AICc value: 1167.16.
## Fixed bandwidth: 123.503 AICc value: 1167.16.
## The newly selected bandwidth for variable: Intercept is 123.372
## The bandwidth used in the last iteration is: 123.503 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.3.
## Fixed bandwidth: 1981.64 AICc value: 1098.45.
## Fixed bandwidth: 1225.12 AICc value: 1095.37.
## Fixed bandwidth: 757.559 AICc value: 1091.05.
## Fixed bandwidth: 468.594 AICc value: 1086.13.
## Fixed bandwidth: 290.003 AICc value: 1082.71.
## Fixed bandwidth: 179.628 AICc value: 1084.85.
## Fixed bandwidth: 358.219 AICc value: 1083.81.
## Fixed bandwidth: 247.843 AICc value: 1082.56.
## Fixed bandwidth: 221.787 AICc value: 1082.91.
## Fixed bandwidth: 263.947 AICc value: 1082.54.
## Fixed bandwidth: 273.9 AICc value: 1082.58.
## Fixed bandwidth: 257.796 AICc value: 1082.54.
## Fixed bandwidth: 253.994 AICc value: 1082.54.
## Fixed bandwidth: 260.145 AICc value: 1082.53.
## The newly selected bandwidth for variable: X1_miskin is 260.145
## The bandwidth used in the last iteration is: 258.693 and the difference in bandwidths is: 1.45205
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1067.18.
## Fixed bandwidth: 1981.64 AICc value: 1060.33.
## Fixed bandwidth: 1225.12 AICc value: 1056.33.
## Fixed bandwidth: 757.559 AICc value: 1055.82.
## Fixed bandwidth: 468.594 AICc value: 1057.19.
## Fixed bandwidth: 936.15 AICc value: 1055.72.
## Fixed bandwidth: 1046.53 AICc value: 1055.85.
## Fixed bandwidth: 867.935 AICc value: 1055.71.
## Fixed bandwidth: 825.775 AICc value: 1055.74.
## Fixed bandwidth: 893.991 AICc value: 1055.71.
## Fixed bandwidth: 910.094 AICc value: 1055.71.
## Fixed bandwidth: 884.038 AICc value: 1055.71.
## Fixed bandwidth: 900.142 AICc value: 1055.71.
## Fixed bandwidth: 890.189 AICc value: 1055.71.
## The newly selected bandwidth for variable: X2_sanitasi is 890.189
## The bandwidth used in the last iteration is: 884.038 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.65.
## Fixed bandwidth: 1981.64 AICc value: 1060.88.
## Fixed bandwidth: 1225.12 AICc value: 1058.1.
## Fixed bandwidth: 757.559 AICc value: 1057.27.
## Fixed bandwidth: 468.594 AICc value: 1057.99.
## Fixed bandwidth: 936.15 AICc value: 1057.41.
## Fixed bandwidth: 647.184 AICc value: 1057.35.
## Fixed bandwidth: 825.775 AICc value: 1057.29.
## Fixed bandwidth: 715.4 AICc value: 1057.29.
## Fixed bandwidth: 783.616 AICc value: 1057.27.
## Fixed bandwidth: 741.456 AICc value: 1057.27.
## Fixed bandwidth: 767.512 AICc value: 1057.27.
## Fixed bandwidth: 773.663 AICc value: 1057.27.
## Fixed bandwidth: 763.71 AICc value: 1057.27.
## The newly selected bandwidth for variable: X3_merokok is 767.512
## The bandwidth used in the last iteration is: 767.512 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 37 change of RSS (dCVR) is 0.0171672.
## Iteration 38
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1472.79.
## Fixed bandwidth: 1981.64 AICc value: 1445.64.
## Fixed bandwidth: 1225.12 AICc value: 1395.11.
## Fixed bandwidth: 757.559 AICc value: 1317.56.
## Fixed bandwidth: 468.594 AICc value: 1244.8.
## Fixed bandwidth: 290.003 AICc value: 1201.52.
## Fixed bandwidth: 179.628 AICc value: 1175.63.
## Fixed bandwidth: 111.412 AICc value: 1168.25.
## Fixed bandwidth: 69.2528 AICc value: 1208.14.
## Fixed bandwidth: 137.468 AICc value: 1168.24.
## Fixed bandwidth: 153.572 AICc value: 1170.49.
## Fixed bandwidth: 127.516 AICc value: 1167.52.
## Fixed bandwidth: 121.365 AICc value: 1167.46.
## Fixed bandwidth: 117.563 AICc value: 1167.61.
## Fixed bandwidth: 123.714 AICc value: 1167.44.
## Fixed bandwidth: 125.166 AICc value: 1167.46.
## Fixed bandwidth: 122.817 AICc value: 1167.44.
## The newly selected bandwidth for variable: Intercept is 123.714
## The bandwidth used in the last iteration is: 123.372 and the difference in bandwidths is: 0.342783
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.73.
## Fixed bandwidth: 1981.64 AICc value: 1098.9.
## Fixed bandwidth: 1225.12 AICc value: 1095.83.
## Fixed bandwidth: 757.559 AICc value: 1091.52.
## Fixed bandwidth: 468.594 AICc value: 1086.62.
## Fixed bandwidth: 290.003 AICc value: 1083.19.
## Fixed bandwidth: 179.628 AICc value: 1085.32.
## Fixed bandwidth: 358.219 AICc value: 1084.3.
## Fixed bandwidth: 247.843 AICc value: 1083.05.
## Fixed bandwidth: 221.787 AICc value: 1083.39.
## Fixed bandwidth: 263.947 AICc value: 1083.02.
## Fixed bandwidth: 273.9 AICc value: 1083.06.
## Fixed bandwidth: 257.796 AICc value: 1083.02.
## Fixed bandwidth: 253.994 AICc value: 1083.02.
## Fixed bandwidth: 260.145 AICc value: 1083.02.
## Fixed bandwidth: 256.344 AICc value: 1083.02.
## Fixed bandwidth: 258.693 AICc value: 1083.02.
## Fixed bandwidth: 259.248 AICc value: 1083.02.
## The newly selected bandwidth for variable: X1_miskin is 258.693
## The bandwidth used in the last iteration is: 260.145 and the difference in bandwidths is: 1.45205
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1066.99.
## Fixed bandwidth: 1981.64 AICc value: 1060.33.
## Fixed bandwidth: 1225.12 AICc value: 1056.46.
## Fixed bandwidth: 757.559 AICc value: 1055.99.
## Fixed bandwidth: 468.594 AICc value: 1057.36.
## Fixed bandwidth: 936.15 AICc value: 1055.88.
## Fixed bandwidth: 1046.53 AICc value: 1056.
## Fixed bandwidth: 867.935 AICc value: 1055.87.
## Fixed bandwidth: 825.775 AICc value: 1055.9.
## Fixed bandwidth: 893.991 AICc value: 1055.87.
## Fixed bandwidth: 910.094 AICc value: 1055.87.
## Fixed bandwidth: 884.038 AICc value: 1055.87.
## Fixed bandwidth: 900.142 AICc value: 1055.87.
## The newly selected bandwidth for variable: X2_sanitasi is 893.991
## The bandwidth used in the last iteration is: 890.189 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.87.
## Fixed bandwidth: 1981.64 AICc value: 1061.09.
## Fixed bandwidth: 1225.12 AICc value: 1058.3.
## Fixed bandwidth: 757.559 AICc value: 1057.47.
## Fixed bandwidth: 468.594 AICc value: 1058.19.
## Fixed bandwidth: 936.15 AICc value: 1057.61.
## Fixed bandwidth: 647.184 AICc value: 1057.56.
## Fixed bandwidth: 825.775 AICc value: 1057.49.
## Fixed bandwidth: 715.4 AICc value: 1057.49.
## Fixed bandwidth: 783.616 AICc value: 1057.47.
## Fixed bandwidth: 741.456 AICc value: 1057.47.
## Fixed bandwidth: 767.512 AICc value: 1057.47.
## Fixed bandwidth: 773.663 AICc value: 1057.47.
## Fixed bandwidth: 763.71 AICc value: 1057.47.
## The newly selected bandwidth for variable: X3_merokok is 767.512
## The bandwidth used in the last iteration is: 767.512 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 38 change of RSS (dCVR) is 0.0201374.
## Iteration 39
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1472.8.
## Fixed bandwidth: 1981.64 AICc value: 1445.63.
## Fixed bandwidth: 1225.12 AICc value: 1395.06.
## Fixed bandwidth: 757.559 AICc value: 1317.43.
## Fixed bandwidth: 468.594 AICc value: 1244.61.
## Fixed bandwidth: 290.003 AICc value: 1201.33.
## Fixed bandwidth: 179.628 AICc value: 1175.46.
## Fixed bandwidth: 111.412 AICc value: 1168.1.
## Fixed bandwidth: 69.2528 AICc value: 1207.99.
## Fixed bandwidth: 137.468 AICc value: 1168.09.
## Fixed bandwidth: 153.572 AICc value: 1170.33.
## Fixed bandwidth: 127.516 AICc value: 1167.37.
## Fixed bandwidth: 121.365 AICc value: 1167.31.
## Fixed bandwidth: 117.563 AICc value: 1167.46.
## Fixed bandwidth: 123.714 AICc value: 1167.29.
## Fixed bandwidth: 125.166 AICc value: 1167.3.
## Fixed bandwidth: 122.817 AICc value: 1167.29.
## Fixed bandwidth: 124.269 AICc value: 1167.29.
## Fixed bandwidth: 123.372 AICc value: 1167.29.
## Fixed bandwidth: 123.16 AICc value: 1167.29.
## The newly selected bandwidth for variable: Intercept is 123.372
## The bandwidth used in the last iteration is: 123.714 and the difference in bandwidths is: 0.342783
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.37.
## Fixed bandwidth: 1981.64 AICc value: 1098.54.
## Fixed bandwidth: 1225.12 AICc value: 1095.48.
## Fixed bandwidth: 757.559 AICc value: 1091.16.
## Fixed bandwidth: 468.594 AICc value: 1086.25.
## Fixed bandwidth: 290.003 AICc value: 1082.83.
## Fixed bandwidth: 179.628 AICc value: 1084.97.
## Fixed bandwidth: 358.219 AICc value: 1083.93.
## Fixed bandwidth: 247.843 AICc value: 1082.68.
## Fixed bandwidth: 221.787 AICc value: 1083.03.
## Fixed bandwidth: 263.947 AICc value: 1082.66.
## Fixed bandwidth: 273.9 AICc value: 1082.7.
## Fixed bandwidth: 257.796 AICc value: 1082.66.
## Fixed bandwidth: 253.994 AICc value: 1082.66.
## Fixed bandwidth: 260.145 AICc value: 1082.66.
## The newly selected bandwidth for variable: X1_miskin is 257.796
## The bandwidth used in the last iteration is: 258.693 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1066.12.
## Fixed bandwidth: 1981.64 AICc value: 1059.63.
## Fixed bandwidth: 1225.12 AICc value: 1055.87.
## Fixed bandwidth: 757.559 AICc value: 1055.45.
## Fixed bandwidth: 468.594 AICc value: 1056.83.
## Fixed bandwidth: 936.15 AICc value: 1055.32.
## Fixed bandwidth: 1046.53 AICc value: 1055.43.
## Fixed bandwidth: 867.935 AICc value: 1055.32.
## The newly selected bandwidth for variable: X2_sanitasi is 936.15
## The bandwidth used in the last iteration is: 893.991 and the difference in bandwidths is: 42.1595
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.65.
## Fixed bandwidth: 1981.64 AICc value: 1060.85.
## Fixed bandwidth: 1225.12 AICc value: 1058.04.
## Fixed bandwidth: 757.559 AICc value: 1057.2.
## Fixed bandwidth: 468.594 AICc value: 1057.92.
## Fixed bandwidth: 936.15 AICc value: 1057.34.
## Fixed bandwidth: 647.184 AICc value: 1057.28.
## Fixed bandwidth: 825.775 AICc value: 1057.22.
## Fixed bandwidth: 715.4 AICc value: 1057.22.
## Fixed bandwidth: 783.616 AICc value: 1057.2.
## Fixed bandwidth: 741.456 AICc value: 1057.21.
## Fixed bandwidth: 767.512 AICc value: 1057.2.
## Fixed bandwidth: 773.663 AICc value: 1057.2.
## Fixed bandwidth: 763.71 AICc value: 1057.2.
## The newly selected bandwidth for variable: X3_merokok is 763.71
## The bandwidth used in the last iteration is: 767.512 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 39 change of RSS (dCVR) is 0.0237307.
## Iteration 40
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1473.12.
## Fixed bandwidth: 1981.64 AICc value: 1445.92.
## Fixed bandwidth: 1225.12 AICc value: 1395.3.
## Fixed bandwidth: 757.559 AICc value: 1317.62.
## Fixed bandwidth: 468.594 AICc value: 1244.75.
## Fixed bandwidth: 290.003 AICc value: 1201.47.
## Fixed bandwidth: 179.628 AICc value: 1175.62.
## Fixed bandwidth: 111.412 AICc value: 1168.26.
## Fixed bandwidth: 69.2528 AICc value: 1208.12.
## Fixed bandwidth: 137.468 AICc value: 1168.25.
## Fixed bandwidth: 153.572 AICc value: 1170.49.
## Fixed bandwidth: 127.516 AICc value: 1167.53.
## Fixed bandwidth: 121.365 AICc value: 1167.46.
## Fixed bandwidth: 117.563 AICc value: 1167.62.
## Fixed bandwidth: 123.714 AICc value: 1167.45.
## Fixed bandwidth: 125.166 AICc value: 1167.46.
## Fixed bandwidth: 122.817 AICc value: 1167.45.
## Fixed bandwidth: 124.269 AICc value: 1167.45.
## Fixed bandwidth: 123.372 AICc value: 1167.44.
## Fixed bandwidth: 123.16 AICc value: 1167.44.
## The newly selected bandwidth for variable: Intercept is 123.372
## The bandwidth used in the last iteration is: 123.372 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.68.
## Fixed bandwidth: 1981.64 AICc value: 1098.86.
## Fixed bandwidth: 1225.12 AICc value: 1095.8.
## Fixed bandwidth: 757.559 AICc value: 1091.48.
## Fixed bandwidth: 468.594 AICc value: 1086.57.
## Fixed bandwidth: 290.003 AICc value: 1083.13.
## Fixed bandwidth: 179.628 AICc value: 1085.24.
## Fixed bandwidth: 358.219 AICc value: 1084.23.
## Fixed bandwidth: 247.843 AICc value: 1082.97.
## Fixed bandwidth: 221.787 AICc value: 1083.31.
## Fixed bandwidth: 263.947 AICc value: 1082.95.
## Fixed bandwidth: 273.9 AICc value: 1082.99.
## Fixed bandwidth: 257.796 AICc value: 1082.95.
## Fixed bandwidth: 253.994 AICc value: 1082.95.
## Fixed bandwidth: 260.145 AICc value: 1082.95.
## Fixed bandwidth: 256.344 AICc value: 1082.95.
## Fixed bandwidth: 258.693 AICc value: 1082.95.
## Fixed bandwidth: 259.248 AICc value: 1082.95.
## Fixed bandwidth: 258.351 AICc value: 1082.95.
## The newly selected bandwidth for variable: X1_miskin is 258.693
## The bandwidth used in the last iteration is: 257.796 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1065.8.
## Fixed bandwidth: 1981.64 AICc value: 1059.61.
## Fixed bandwidth: 1225.12 AICc value: 1056.05.
## Fixed bandwidth: 757.559 AICc value: 1055.69.
## Fixed bandwidth: 468.594 AICc value: 1057.09.
## Fixed bandwidth: 936.15 AICc value: 1055.55.
## Fixed bandwidth: 1046.53 AICc value: 1055.65.
## Fixed bandwidth: 867.935 AICc value: 1055.56.
## Fixed bandwidth: 978.31 AICc value: 1055.57.
## Fixed bandwidth: 910.094 AICc value: 1055.55.
## Fixed bandwidth: 893.991 AICc value: 1055.55.
## Fixed bandwidth: 920.047 AICc value: 1055.55.
## Fixed bandwidth: 903.943 AICc value: 1055.55.
## Fixed bandwidth: 913.896 AICc value: 1055.55.
## The newly selected bandwidth for variable: X2_sanitasi is 913.896
## The bandwidth used in the last iteration is: 936.15 and the difference in bandwidths is: 22.2545
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.79.
## Fixed bandwidth: 1981.64 AICc value: 1061.
## Fixed bandwidth: 1225.12 AICc value: 1058.18.
## Fixed bandwidth: 757.559 AICc value: 1057.34.
## Fixed bandwidth: 468.594 AICc value: 1058.05.
## Fixed bandwidth: 936.15 AICc value: 1057.48.
## Fixed bandwidth: 647.184 AICc value: 1057.42.
## Fixed bandwidth: 825.775 AICc value: 1057.36.
## Fixed bandwidth: 715.4 AICc value: 1057.35.
## Fixed bandwidth: 783.616 AICc value: 1057.34.
## Fixed bandwidth: 741.456 AICc value: 1057.34.
## Fixed bandwidth: 767.512 AICc value: 1057.34.
## Fixed bandwidth: 773.663 AICc value: 1057.34.
## Fixed bandwidth: 763.71 AICc value: 1057.34.
## The newly selected bandwidth for variable: X3_merokok is 763.71
## The bandwidth used in the last iteration is: 763.71 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 40 change of RSS (dCVR) is 0.015535.
## Iteration 41
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1473.46.
## Fixed bandwidth: 1981.64 AICc value: 1446.25.
## Fixed bandwidth: 1225.12 AICc value: 1395.61.
## Fixed bandwidth: 757.559 AICc value: 1317.89.
## Fixed bandwidth: 468.594 AICc value: 1244.97.
## Fixed bandwidth: 290.003 AICc value: 1201.64.
## Fixed bandwidth: 179.628 AICc value: 1175.75.
## Fixed bandwidth: 111.412 AICc value: 1168.33.
## Fixed bandwidth: 69.2528 AICc value: 1208.11.
## Fixed bandwidth: 137.468 AICc value: 1168.35.
## Fixed bandwidth: 95.3089 AICc value: 1173.48.
## Fixed bandwidth: 121.365 AICc value: 1167.55.
## Fixed bandwidth: 127.516 AICc value: 1167.62.
## Fixed bandwidth: 117.563 AICc value: 1167.7.
## Fixed bandwidth: 123.714 AICc value: 1167.53.
## Fixed bandwidth: 125.166 AICc value: 1167.55.
## Fixed bandwidth: 122.817 AICc value: 1167.53.
## Fixed bandwidth: 122.262 AICc value: 1167.54.
## Fixed bandwidth: 123.16 AICc value: 1167.53.
## Fixed bandwidth: 123.372 AICc value: 1167.53.
## Fixed bandwidth: 123.029 AICc value: 1167.53.
## The newly selected bandwidth for variable: Intercept is 123.16
## The bandwidth used in the last iteration is: 123.372 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.26.
## Fixed bandwidth: 1981.64 AICc value: 1098.45.
## Fixed bandwidth: 1225.12 AICc value: 1095.4.
## Fixed bandwidth: 757.559 AICc value: 1091.09.
## Fixed bandwidth: 468.594 AICc value: 1086.18.
## Fixed bandwidth: 290.003 AICc value: 1082.77.
## Fixed bandwidth: 179.628 AICc value: 1084.91.
## Fixed bandwidth: 358.219 AICc value: 1083.86.
## Fixed bandwidth: 247.843 AICc value: 1082.63.
## Fixed bandwidth: 221.787 AICc value: 1082.97.
## Fixed bandwidth: 263.947 AICc value: 1082.6.
## Fixed bandwidth: 273.9 AICc value: 1082.64.
## Fixed bandwidth: 257.796 AICc value: 1082.6.
## Fixed bandwidth: 253.994 AICc value: 1082.6.
## Fixed bandwidth: 260.145 AICc value: 1082.6.
## Fixed bandwidth: 261.598 AICc value: 1082.6.
## Fixed bandwidth: 259.248 AICc value: 1082.6.
## Fixed bandwidth: 258.693 AICc value: 1082.6.
## The newly selected bandwidth for variable: X1_miskin is 259.248
## The bandwidth used in the last iteration is: 258.693 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1065.35.
## Fixed bandwidth: 1981.64 AICc value: 1059.32.
## Fixed bandwidth: 1225.12 AICc value: 1055.87.
## Fixed bandwidth: 757.559 AICc value: 1055.55.
## Fixed bandwidth: 468.594 AICc value: 1056.94.
## Fixed bandwidth: 936.15 AICc value: 1055.39.
## Fixed bandwidth: 1046.53 AICc value: 1055.48.
## Fixed bandwidth: 867.935 AICc value: 1055.4.
## Fixed bandwidth: 978.31 AICc value: 1055.41.
## Fixed bandwidth: 910.094 AICc value: 1055.39.
## Fixed bandwidth: 893.991 AICc value: 1055.39.
## Fixed bandwidth: 920.047 AICc value: 1055.39.
## Fixed bandwidth: 926.198 AICc value: 1055.39.
## Fixed bandwidth: 916.245 AICc value: 1055.39.
## The newly selected bandwidth for variable: X2_sanitasi is 916.245
## The bandwidth used in the last iteration is: 913.896 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.66.
## Fixed bandwidth: 1981.64 AICc value: 1060.86.
## Fixed bandwidth: 1225.12 AICc value: 1058.05.
## Fixed bandwidth: 757.559 AICc value: 1057.2.
## Fixed bandwidth: 468.594 AICc value: 1057.9.
## Fixed bandwidth: 936.15 AICc value: 1057.34.
## Fixed bandwidth: 647.184 AICc value: 1057.28.
## Fixed bandwidth: 825.775 AICc value: 1057.22.
## Fixed bandwidth: 715.4 AICc value: 1057.21.
## Fixed bandwidth: 783.616 AICc value: 1057.2.
## Fixed bandwidth: 741.456 AICc value: 1057.2.
## Fixed bandwidth: 767.512 AICc value: 1057.2.
## The newly selected bandwidth for variable: X3_merokok is 767.512
## The bandwidth used in the last iteration is: 763.71 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 41 change of RSS (dCVR) is 0.0145368.
## Iteration 42
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1473.89.
## Fixed bandwidth: 1981.64 AICc value: 1446.67.
## Fixed bandwidth: 1225.12 AICc value: 1396.02.
## Fixed bandwidth: 757.559 AICc value: 1318.27.
## Fixed bandwidth: 468.594 AICc value: 1245.32.
## Fixed bandwidth: 290.003 AICc value: 1201.94.
## Fixed bandwidth: 179.628 AICc value: 1175.99.
## Fixed bandwidth: 111.412 AICc value: 1168.5.
## Fixed bandwidth: 69.2528 AICc value: 1208.18.
## Fixed bandwidth: 137.468 AICc value: 1168.55.
## Fixed bandwidth: 95.3089 AICc value: 1173.62.
## Fixed bandwidth: 121.365 AICc value: 1167.73.
## Fixed bandwidth: 127.516 AICc value: 1167.81.
## Fixed bandwidth: 117.563 AICc value: 1167.88.
## Fixed bandwidth: 123.714 AICc value: 1167.72.
## Fixed bandwidth: 125.166 AICc value: 1167.74.
## Fixed bandwidth: 122.817 AICc value: 1167.72.
## Fixed bandwidth: 122.262 AICc value: 1167.72.
## Fixed bandwidth: 123.16 AICc value: 1167.72.
## Fixed bandwidth: 123.372 AICc value: 1167.72.
## Fixed bandwidth: 123.029 AICc value: 1167.72.
## The newly selected bandwidth for variable: Intercept is 123.029
## The bandwidth used in the last iteration is: 123.16 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.05.
## Fixed bandwidth: 1981.64 AICc value: 1098.26.
## Fixed bandwidth: 1225.12 AICc value: 1095.21.
## Fixed bandwidth: 757.559 AICc value: 1090.91.
## Fixed bandwidth: 468.594 AICc value: 1086.02.
## Fixed bandwidth: 290.003 AICc value: 1082.63.
## Fixed bandwidth: 179.628 AICc value: 1084.79.
## Fixed bandwidth: 358.219 AICc value: 1083.71.
## Fixed bandwidth: 247.843 AICc value: 1082.49.
## Fixed bandwidth: 221.787 AICc value: 1082.84.
## Fixed bandwidth: 263.947 AICc value: 1082.46.
## Fixed bandwidth: 273.9 AICc value: 1082.5.
## Fixed bandwidth: 257.796 AICc value: 1082.46.
## Fixed bandwidth: 253.994 AICc value: 1082.47.
## Fixed bandwidth: 260.145 AICc value: 1082.46.
## Fixed bandwidth: 261.598 AICc value: 1082.46.
## Fixed bandwidth: 259.248 AICc value: 1082.46.
## The newly selected bandwidth for variable: X1_miskin is 259.248
## The bandwidth used in the last iteration is: 259.248 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1064.93.
## Fixed bandwidth: 1981.64 AICc value: 1059.05.
## Fixed bandwidth: 1225.12 AICc value: 1055.69.
## Fixed bandwidth: 757.559 AICc value: 1055.4.
## Fixed bandwidth: 468.594 AICc value: 1056.8.
## Fixed bandwidth: 936.15 AICc value: 1055.24.
## Fixed bandwidth: 1046.53 AICc value: 1055.32.
## Fixed bandwidth: 867.935 AICc value: 1055.25.
## Fixed bandwidth: 978.31 AICc value: 1055.25.
## Fixed bandwidth: 910.094 AICc value: 1055.24.
## Fixed bandwidth: 893.991 AICc value: 1055.24.
## Fixed bandwidth: 920.047 AICc value: 1055.24.
## Fixed bandwidth: 926.198 AICc value: 1055.24.
## The newly selected bandwidth for variable: X2_sanitasi is 920.047
## The bandwidth used in the last iteration is: 916.245 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.5.
## Fixed bandwidth: 1981.64 AICc value: 1060.7.
## Fixed bandwidth: 1225.12 AICc value: 1057.88.
## Fixed bandwidth: 757.559 AICc value: 1057.03.
## Fixed bandwidth: 468.594 AICc value: 1057.74.
## Fixed bandwidth: 936.15 AICc value: 1057.17.
## Fixed bandwidth: 647.184 AICc value: 1057.11.
## Fixed bandwidth: 825.775 AICc value: 1057.05.
## Fixed bandwidth: 715.4 AICc value: 1057.04.
## Fixed bandwidth: 783.616 AICc value: 1057.03.
## Fixed bandwidth: 741.456 AICc value: 1057.03.
## Fixed bandwidth: 767.512 AICc value: 1057.03.
## The newly selected bandwidth for variable: X3_merokok is 767.512
## The bandwidth used in the last iteration is: 767.512 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 42 change of RSS (dCVR) is 0.017874.
## Iteration 43
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1474.2.
## Fixed bandwidth: 1981.64 AICc value: 1446.97.
## Fixed bandwidth: 1225.12 AICc value: 1396.29.
## Fixed bandwidth: 757.559 AICc value: 1318.51.
## Fixed bandwidth: 468.594 AICc value: 1245.52.
## Fixed bandwidth: 290.003 AICc value: 1202.1.
## Fixed bandwidth: 179.628 AICc value: 1176.11.
## Fixed bandwidth: 111.412 AICc value: 1168.56.
## Fixed bandwidth: 69.2528 AICc value: 1208.18.
## Fixed bandwidth: 137.468 AICc value: 1168.64.
## Fixed bandwidth: 95.3089 AICc value: 1173.66.
## Fixed bandwidth: 121.365 AICc value: 1167.81.
## Fixed bandwidth: 127.516 AICc value: 1167.89.
## Fixed bandwidth: 117.563 AICc value: 1167.95.
## Fixed bandwidth: 123.714 AICc value: 1167.8.
## Fixed bandwidth: 125.166 AICc value: 1167.82.
## Fixed bandwidth: 122.817 AICc value: 1167.79.
## Fixed bandwidth: 122.262 AICc value: 1167.8.
## Fixed bandwidth: 123.16 AICc value: 1167.8.
## Fixed bandwidth: 122.605 AICc value: 1167.8.
## Fixed bandwidth: 122.948 AICc value: 1167.79.
## The newly selected bandwidth for variable: Intercept is 122.948
## The bandwidth used in the last iteration is: 123.029 and the difference in bandwidths is: 0.0809201
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.95.
## Fixed bandwidth: 1981.64 AICc value: 1098.16.
## Fixed bandwidth: 1225.12 AICc value: 1095.13.
## Fixed bandwidth: 757.559 AICc value: 1090.83.
## Fixed bandwidth: 468.594 AICc value: 1085.95.
## Fixed bandwidth: 290.003 AICc value: 1082.56.
## Fixed bandwidth: 179.628 AICc value: 1084.73.
## Fixed bandwidth: 358.219 AICc value: 1083.64.
## Fixed bandwidth: 247.843 AICc value: 1082.43.
## Fixed bandwidth: 221.787 AICc value: 1082.78.
## Fixed bandwidth: 263.947 AICc value: 1082.4.
## Fixed bandwidth: 273.9 AICc value: 1082.43.
## Fixed bandwidth: 257.796 AICc value: 1082.4.
## Fixed bandwidth: 253.994 AICc value: 1082.4.
## Fixed bandwidth: 260.145 AICc value: 1082.39.
## Fixed bandwidth: 261.598 AICc value: 1082.4.
## Fixed bandwidth: 259.248 AICc value: 1082.39.
## The newly selected bandwidth for variable: X1_miskin is 259.248
## The bandwidth used in the last iteration is: 259.248 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1064.59.
## Fixed bandwidth: 1981.64 AICc value: 1058.85.
## Fixed bandwidth: 1225.12 AICc value: 1055.58.
## Fixed bandwidth: 757.559 AICc value: 1055.32.
## Fixed bandwidth: 468.594 AICc value: 1056.72.
## Fixed bandwidth: 936.15 AICc value: 1055.15.
## Fixed bandwidth: 1046.53 AICc value: 1055.22.
## Fixed bandwidth: 867.935 AICc value: 1055.17.
## Fixed bandwidth: 978.31 AICc value: 1055.16.
## Fixed bandwidth: 910.094 AICc value: 1055.15.
## Fixed bandwidth: 952.254 AICc value: 1055.15.
## Fixed bandwidth: 926.198 AICc value: 1055.15.
## Fixed bandwidth: 920.047 AICc value: 1055.15.
## Fixed bandwidth: 929.999 AICc value: 1055.15.
## The newly selected bandwidth for variable: X2_sanitasi is 926.198
## The bandwidth used in the last iteration is: 920.047 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.47.
## Fixed bandwidth: 1981.64 AICc value: 1060.65.
## Fixed bandwidth: 1225.12 AICc value: 1057.83.
## Fixed bandwidth: 757.559 AICc value: 1056.98.
## Fixed bandwidth: 468.594 AICc value: 1057.68.
## Fixed bandwidth: 936.15 AICc value: 1057.12.
## Fixed bandwidth: 647.184 AICc value: 1057.06.
## Fixed bandwidth: 825.775 AICc value: 1057.
## Fixed bandwidth: 715.4 AICc value: 1056.99.
## Fixed bandwidth: 783.616 AICc value: 1056.98.
## Fixed bandwidth: 741.456 AICc value: 1056.98.
## Fixed bandwidth: 767.512 AICc value: 1056.98.
## The newly selected bandwidth for variable: X3_merokok is 757.559
## The bandwidth used in the last iteration is: 767.512 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 43 change of RSS (dCVR) is 0.0181771.
## Iteration 44
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1474.43.
## Fixed bandwidth: 1981.64 AICc value: 1447.18.
## Fixed bandwidth: 1225.12 AICc value: 1396.47.
## Fixed bandwidth: 757.559 AICc value: 1318.64.
## Fixed bandwidth: 468.594 AICc value: 1245.59.
## Fixed bandwidth: 290.003 AICc value: 1202.13.
## Fixed bandwidth: 179.628 AICc value: 1176.12.
## Fixed bandwidth: 111.412 AICc value: 1168.54.
## Fixed bandwidth: 69.2528 AICc value: 1208.12.
## Fixed bandwidth: 137.468 AICc value: 1168.64.
## Fixed bandwidth: 95.3089 AICc value: 1173.63.
## Fixed bandwidth: 121.365 AICc value: 1167.79.
## Fixed bandwidth: 127.516 AICc value: 1167.88.
## Fixed bandwidth: 117.563 AICc value: 1167.93.
## Fixed bandwidth: 123.714 AICc value: 1167.79.
## Fixed bandwidth: 125.166 AICc value: 1167.81.
## Fixed bandwidth: 122.817 AICc value: 1167.78.
## Fixed bandwidth: 122.262 AICc value: 1167.78.
## Fixed bandwidth: 123.16 AICc value: 1167.78.
## Fixed bandwidth: 122.605 AICc value: 1167.78.
## Fixed bandwidth: 122.948 AICc value: 1167.78.
## The newly selected bandwidth for variable: Intercept is 122.817
## The bandwidth used in the last iteration is: 122.948 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.7.
## Fixed bandwidth: 1981.64 AICc value: 1097.92.
## Fixed bandwidth: 1225.12 AICc value: 1094.89.
## Fixed bandwidth: 757.559 AICc value: 1090.6.
## Fixed bandwidth: 468.594 AICc value: 1085.73.
## Fixed bandwidth: 290.003 AICc value: 1082.35.
## Fixed bandwidth: 179.628 AICc value: 1084.54.
## Fixed bandwidth: 358.219 AICc value: 1083.43.
## Fixed bandwidth: 247.843 AICc value: 1082.22.
## Fixed bandwidth: 221.787 AICc value: 1082.58.
## Fixed bandwidth: 263.947 AICc value: 1082.19.
## Fixed bandwidth: 273.9 AICc value: 1082.23.
## Fixed bandwidth: 257.796 AICc value: 1082.19.
## Fixed bandwidth: 253.994 AICc value: 1082.2.
## Fixed bandwidth: 260.145 AICc value: 1082.19.
## Fixed bandwidth: 261.598 AICc value: 1082.19.
## Fixed bandwidth: 259.248 AICc value: 1082.19.
## The newly selected bandwidth for variable: X1_miskin is 260.145
## The bandwidth used in the last iteration is: 259.248 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1064.28.
## Fixed bandwidth: 1981.64 AICc value: 1058.67.
## Fixed bandwidth: 1225.12 AICc value: 1055.49.
## Fixed bandwidth: 757.559 AICc value: 1055.26.
## Fixed bandwidth: 468.594 AICc value: 1056.66.
## Fixed bandwidth: 936.15 AICc value: 1055.08.
## Fixed bandwidth: 1046.53 AICc value: 1055.15.
## Fixed bandwidth: 867.935 AICc value: 1055.1.
## Fixed bandwidth: 978.31 AICc value: 1055.09.
## Fixed bandwidth: 910.094 AICc value: 1055.08.
## Fixed bandwidth: 952.254 AICc value: 1055.08.
## Fixed bandwidth: 926.198 AICc value: 1055.08.
## Fixed bandwidth: 942.301 AICc value: 1055.08.
## Fixed bandwidth: 932.349 AICc value: 1055.08.
## The newly selected bandwidth for variable: X2_sanitasi is 932.349
## The bandwidth used in the last iteration is: 926.198 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.59.
## Fixed bandwidth: 1981.64 AICc value: 1060.76.
## Fixed bandwidth: 1225.12 AICc value: 1057.92.
## Fixed bandwidth: 757.559 AICc value: 1057.05.
## Fixed bandwidth: 468.594 AICc value: 1057.74.
## Fixed bandwidth: 936.15 AICc value: 1057.2.
## Fixed bandwidth: 647.184 AICc value: 1057.13.
## Fixed bandwidth: 825.775 AICc value: 1057.07.
## Fixed bandwidth: 715.4 AICc value: 1057.06.
## Fixed bandwidth: 783.616 AICc value: 1057.05.
## Fixed bandwidth: 741.456 AICc value: 1057.05.
## Fixed bandwidth: 767.512 AICc value: 1057.05.
## Fixed bandwidth: 751.408 AICc value: 1057.05.
## Fixed bandwidth: 761.361 AICc value: 1057.05.
## The newly selected bandwidth for variable: X3_merokok is 757.559
## The bandwidth used in the last iteration is: 757.559 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 44 change of RSS (dCVR) is 0.0101992.
## Iteration 45
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1474.85.
## Fixed bandwidth: 1981.64 AICc value: 1447.59.
## Fixed bandwidth: 1225.12 AICc value: 1396.87.
## Fixed bandwidth: 757.559 AICc value: 1319.01.
## Fixed bandwidth: 468.594 AICc value: 1245.92.
## Fixed bandwidth: 290.003 AICc value: 1202.42.
## Fixed bandwidth: 179.628 AICc value: 1176.36.
## Fixed bandwidth: 111.412 AICc value: 1168.72.
## Fixed bandwidth: 69.2528 AICc value: 1208.22.
## Fixed bandwidth: 137.468 AICc value: 1168.85.
## Fixed bandwidth: 95.3089 AICc value: 1173.79.
## Fixed bandwidth: 121.365 AICc value: 1167.99.
## Fixed bandwidth: 127.516 AICc value: 1168.08.
## Fixed bandwidth: 117.563 AICc value: 1168.12.
## Fixed bandwidth: 123.714 AICc value: 1167.98.
## Fixed bandwidth: 125.166 AICc value: 1168.01.
## Fixed bandwidth: 122.817 AICc value: 1167.98.
## Fixed bandwidth: 122.262 AICc value: 1167.98.
## Fixed bandwidth: 123.16 AICc value: 1167.98.
## Fixed bandwidth: 122.605 AICc value: 1167.98.
## The newly selected bandwidth for variable: Intercept is 122.817
## The bandwidth used in the last iteration is: 122.817 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.65.
## Fixed bandwidth: 1981.64 AICc value: 1097.88.
## Fixed bandwidth: 1225.12 AICc value: 1094.86.
## Fixed bandwidth: 757.559 AICc value: 1090.58.
## Fixed bandwidth: 468.594 AICc value: 1085.72.
## Fixed bandwidth: 290.003 AICc value: 1082.37.
## Fixed bandwidth: 179.628 AICc value: 1084.57.
## Fixed bandwidth: 358.219 AICc value: 1083.44.
## Fixed bandwidth: 247.843 AICc value: 1082.24.
## Fixed bandwidth: 221.787 AICc value: 1082.6.
## Fixed bandwidth: 263.947 AICc value: 1082.21.
## Fixed bandwidth: 273.9 AICc value: 1082.24.
## Fixed bandwidth: 257.796 AICc value: 1082.21.
## Fixed bandwidth: 253.994 AICc value: 1082.22.
## Fixed bandwidth: 260.145 AICc value: 1082.21.
## Fixed bandwidth: 261.598 AICc value: 1082.21.
## Fixed bandwidth: 259.248 AICc value: 1082.21.
## Fixed bandwidth: 260.7 AICc value: 1082.21.
## The newly selected bandwidth for variable: X1_miskin is 260.145
## The bandwidth used in the last iteration is: 260.145 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1064.01.
## Fixed bandwidth: 1981.64 AICc value: 1058.54.
## Fixed bandwidth: 1225.12 AICc value: 1055.45.
## Fixed bandwidth: 757.559 AICc value: 1055.25.
## Fixed bandwidth: 468.594 AICc value: 1056.66.
## Fixed bandwidth: 936.15 AICc value: 1055.06.
## Fixed bandwidth: 1046.53 AICc value: 1055.12.
## Fixed bandwidth: 867.935 AICc value: 1055.09.
## Fixed bandwidth: 978.31 AICc value: 1055.07.
## Fixed bandwidth: 910.094 AICc value: 1055.07.
## Fixed bandwidth: 952.254 AICc value: 1055.06.
## Fixed bandwidth: 926.198 AICc value: 1055.06.
## Fixed bandwidth: 942.301 AICc value: 1055.06.
## The newly selected bandwidth for variable: X2_sanitasi is 936.15
## The bandwidth used in the last iteration is: 932.349 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.63.
## Fixed bandwidth: 1981.64 AICc value: 1060.79.
## Fixed bandwidth: 1225.12 AICc value: 1057.94.
## Fixed bandwidth: 757.559 AICc value: 1057.07.
## Fixed bandwidth: 468.594 AICc value: 1057.76.
## Fixed bandwidth: 936.15 AICc value: 1057.22.
## Fixed bandwidth: 647.184 AICc value: 1057.14.
## Fixed bandwidth: 825.775 AICc value: 1057.09.
## Fixed bandwidth: 715.4 AICc value: 1057.08.
## Fixed bandwidth: 783.616 AICc value: 1057.07.
## Fixed bandwidth: 741.456 AICc value: 1057.07.
## Fixed bandwidth: 767.512 AICc value: 1057.07.
## Fixed bandwidth: 751.408 AICc value: 1057.07.
## Fixed bandwidth: 761.361 AICc value: 1057.07.
## The newly selected bandwidth for variable: X3_merokok is 757.559
## The bandwidth used in the last iteration is: 757.559 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 45 change of RSS (dCVR) is 0.00667742.
## Iteration 46
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1475.12.
## Fixed bandwidth: 1981.64 AICc value: 1447.85.
## Fixed bandwidth: 1225.12 AICc value: 1397.1.
## Fixed bandwidth: 757.559 AICc value: 1319.2.
## Fixed bandwidth: 468.594 AICc value: 1246.08.
## Fixed bandwidth: 290.003 AICc value: 1202.54.
## Fixed bandwidth: 179.628 AICc value: 1176.45.
## Fixed bandwidth: 111.412 AICc value: 1168.78.
## Fixed bandwidth: 69.2528 AICc value: 1208.23.
## Fixed bandwidth: 137.468 AICc value: 1168.92.
## Fixed bandwidth: 95.3089 AICc value: 1173.83.
## Fixed bandwidth: 121.365 AICc value: 1168.05.
## Fixed bandwidth: 127.516 AICc value: 1168.15.
## Fixed bandwidth: 117.563 AICc value: 1168.18.
## Fixed bandwidth: 123.714 AICc value: 1168.05.
## Fixed bandwidth: 125.166 AICc value: 1168.07.
## Fixed bandwidth: 122.817 AICc value: 1168.05.
## Fixed bandwidth: 122.262 AICc value: 1168.05.
## Fixed bandwidth: 123.16 AICc value: 1168.05.
## Fixed bandwidth: 122.605 AICc value: 1168.05.
## The newly selected bandwidth for variable: Intercept is 122.605
## The bandwidth used in the last iteration is: 122.817 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.34.
## Fixed bandwidth: 1981.64 AICc value: 1097.57.
## Fixed bandwidth: 1225.12 AICc value: 1094.56.
## Fixed bandwidth: 757.559 AICc value: 1090.29.
## Fixed bandwidth: 468.594 AICc value: 1085.45.
## Fixed bandwidth: 290.003 AICc value: 1082.11.
## Fixed bandwidth: 179.628 AICc value: 1084.33.
## Fixed bandwidth: 358.219 AICc value: 1083.17.
## Fixed bandwidth: 247.843 AICc value: 1081.99.
## Fixed bandwidth: 221.787 AICc value: 1082.36.
## Fixed bandwidth: 263.947 AICc value: 1081.96.
## Fixed bandwidth: 273.9 AICc value: 1081.99.
## Fixed bandwidth: 257.796 AICc value: 1081.96.
## Fixed bandwidth: 253.994 AICc value: 1081.97.
## Fixed bandwidth: 260.145 AICc value: 1081.96.
## Fixed bandwidth: 261.598 AICc value: 1081.96.
## Fixed bandwidth: 259.248 AICc value: 1081.96.
## Fixed bandwidth: 260.7 AICc value: 1081.96.
## The newly selected bandwidth for variable: X1_miskin is 260.7
## The bandwidth used in the last iteration is: 260.145 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1063.61.
## Fixed bandwidth: 1981.64 AICc value: 1058.26.
## Fixed bandwidth: 1225.12 AICc value: 1055.26.
## Fixed bandwidth: 757.559 AICc value: 1055.08.
## Fixed bandwidth: 468.594 AICc value: 1056.5.
## Fixed bandwidth: 936.15 AICc value: 1054.89.
## Fixed bandwidth: 1046.53 AICc value: 1054.95.
## Fixed bandwidth: 867.935 AICc value: 1054.92.
## Fixed bandwidth: 978.31 AICc value: 1054.9.
## Fixed bandwidth: 910.094 AICc value: 1054.9.
## Fixed bandwidth: 952.254 AICc value: 1054.89.
## Fixed bandwidth: 926.198 AICc value: 1054.89.
## Fixed bandwidth: 942.301 AICc value: 1054.89.
## Fixed bandwidth: 946.103 AICc value: 1054.89.
## The newly selected bandwidth for variable: X2_sanitasi is 942.301
## The bandwidth used in the last iteration is: 936.15 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.53.
## Fixed bandwidth: 1981.64 AICc value: 1060.68.
## Fixed bandwidth: 1225.12 AICc value: 1057.82.
## Fixed bandwidth: 757.559 AICc value: 1056.94.
## Fixed bandwidth: 468.594 AICc value: 1057.62.
## Fixed bandwidth: 936.15 AICc value: 1057.09.
## Fixed bandwidth: 647.184 AICc value: 1057.01.
## Fixed bandwidth: 825.775 AICc value: 1056.96.
## Fixed bandwidth: 715.4 AICc value: 1056.95.
## Fixed bandwidth: 783.616 AICc value: 1056.94.
## Fixed bandwidth: 741.456 AICc value: 1056.94.
## Fixed bandwidth: 767.512 AICc value: 1056.94.
## Fixed bandwidth: 751.408 AICc value: 1056.94.
## Fixed bandwidth: 761.361 AICc value: 1056.94.
## The newly selected bandwidth for variable: X3_merokok is 757.559
## The bandwidth used in the last iteration is: 757.559 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Iteration 46 change of RSS (dCVR) is 0.0156737.
## Iteration 47
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1475.5.
## Fixed bandwidth: 1981.64 AICc value: 1448.22.
## Fixed bandwidth: 1225.12 AICc value: 1397.45.
## Fixed bandwidth: 757.559 AICc value: 1319.53.
## Fixed bandwidth: 468.594 AICc value: 1246.37.
## Fixed bandwidth: 290.003 AICc value: 1202.8.
## Fixed bandwidth: 179.628 AICc value: 1176.66.
## Fixed bandwidth: 111.412 AICc value: 1168.93.
## Fixed bandwidth: 69.2528 AICc value: 1208.3.
## Fixed bandwidth: 137.468 AICc value: 1169.1.
## Fixed bandwidth: 95.3089 AICc value: 1173.95.
## Fixed bandwidth: 121.365 AICc value: 1168.22.
## Fixed bandwidth: 127.516 AICc value: 1168.32.
## Fixed bandwidth: 117.563 AICc value: 1168.34.
## Fixed bandwidth: 123.714 AICc value: 1168.22.
## Fixed bandwidth: 125.166 AICc value: 1168.24.
## Fixed bandwidth: 122.817 AICc value: 1168.21.
## Fixed bandwidth: 122.262 AICc value: 1168.21.
## Fixed bandwidth: 123.16 AICc value: 1168.21.
## Fixed bandwidth: 122.605 AICc value: 1168.21.
## Fixed bandwidth: 122.474 AICc value: 1168.21.
## The newly selected bandwidth for variable: Intercept is 122.605
## The bandwidth used in the last iteration is: 122.605 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.33.
## Fixed bandwidth: 1981.64 AICc value: 1097.57.
## Fixed bandwidth: 1225.12 AICc value: 1094.57.
## Fixed bandwidth: 757.559 AICc value: 1090.31.
## Fixed bandwidth: 468.594 AICc value: 1085.47.
## Fixed bandwidth: 290.003 AICc value: 1082.15.
## Fixed bandwidth: 179.628 AICc value: 1084.38.
## Fixed bandwidth: 358.219 AICc value: 1083.2.
## Fixed bandwidth: 247.843 AICc value: 1082.03.
## Fixed bandwidth: 221.787 AICc value: 1082.4.
## Fixed bandwidth: 263.947 AICc value: 1082.
## Fixed bandwidth: 273.9 AICc value: 1082.03.
## Fixed bandwidth: 257.796 AICc value: 1082.
## Fixed bandwidth: 253.994 AICc value: 1082.01.
## Fixed bandwidth: 260.145 AICc value: 1082.
## Fixed bandwidth: 261.598 AICc value: 1082.
## The newly selected bandwidth for variable: X1_miskin is 260.145
## The bandwidth used in the last iteration is: 260.7 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1063.28.
## Fixed bandwidth: 1981.64 AICc value: 1058.06.
## Fixed bandwidth: 1225.12 AICc value: 1055.13.
## Fixed bandwidth: 757.559 AICc value: 1054.99.
## Fixed bandwidth: 468.594 AICc value: 1056.41.
## Fixed bandwidth: 936.15 AICc value: 1054.79.
## Fixed bandwidth: 1046.53 AICc value: 1054.84.
## Fixed bandwidth: 867.935 AICc value: 1054.82.
## Fixed bandwidth: 978.31 AICc value: 1054.79.
## Fixed bandwidth: 910.094 AICc value: 1054.8.
## Fixed bandwidth: 952.254 AICc value: 1054.79.
## Fixed bandwidth: 962.206 AICc value: 1054.79.
## Fixed bandwidth: 946.103 AICc value: 1054.79.
## The newly selected bandwidth for variable: X2_sanitasi is 946.103
## The bandwidth used in the last iteration is: 942.301 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.47.
## Fixed bandwidth: 1981.64 AICc value: 1060.61.
## Fixed bandwidth: 1225.12 AICc value: 1057.74.
## Fixed bandwidth: 757.559 AICc value: 1056.86.
## Fixed bandwidth: 468.594 AICc value: 1057.55.
## Fixed bandwidth: 936.15 AICc value: 1057.02.
## Fixed bandwidth: 647.184 AICc value: 1056.94.
## Fixed bandwidth: 825.775 AICc value: 1056.89.
## Fixed bandwidth: 715.4 AICc value: 1056.87.
## Fixed bandwidth: 783.616 AICc value: 1056.87.
## Fixed bandwidth: 741.456 AICc value: 1056.86.
## Fixed bandwidth: 767.512 AICc value: 1056.86.
## Fixed bandwidth: 751.408 AICc value: 1056.86.
## Fixed bandwidth: 761.361 AICc value: 1056.86.
## The newly selected bandwidth for variable: X3_merokok is 757.559
## The bandwidth used in the last iteration is: 757.559 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 4 times. It will be continually optimized in the next 1 times
## Iteration 47 change of RSS (dCVR) is 0.0119473.
## Iteration 48
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1475.67.
## Fixed bandwidth: 1981.64 AICc value: 1448.38.
## Fixed bandwidth: 1225.12 AICc value: 1397.58.
## Fixed bandwidth: 757.559 AICc value: 1319.61.
## Fixed bandwidth: 468.594 AICc value: 1246.42.
## Fixed bandwidth: 290.003 AICc value: 1202.82.
## Fixed bandwidth: 179.628 AICc value: 1176.67.
## Fixed bandwidth: 111.412 AICc value: 1168.92.
## Fixed bandwidth: 69.2528 AICc value: 1208.25.
## Fixed bandwidth: 137.468 AICc value: 1169.1.
## Fixed bandwidth: 95.3089 AICc value: 1173.93.
## Fixed bandwidth: 121.365 AICc value: 1168.21.
## Fixed bandwidth: 127.516 AICc value: 1168.31.
## Fixed bandwidth: 117.563 AICc value: 1168.33.
## Fixed bandwidth: 123.714 AICc value: 1168.21.
## Fixed bandwidth: 119.913 AICc value: 1168.24.
## Fixed bandwidth: 122.262 AICc value: 1168.2.
## Fixed bandwidth: 122.817 AICc value: 1168.2.
## Fixed bandwidth: 121.92 AICc value: 1168.2.
## Fixed bandwidth: 122.474 AICc value: 1168.2.
## Fixed bandwidth: 122.605 AICc value: 1168.2.
## The newly selected bandwidth for variable: Intercept is 122.474
## The bandwidth used in the last iteration is: 122.605 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.21.
## Fixed bandwidth: 1981.64 AICc value: 1097.45.
## Fixed bandwidth: 1225.12 AICc value: 1094.46.
## Fixed bandwidth: 757.559 AICc value: 1090.19.
## Fixed bandwidth: 468.594 AICc value: 1085.36.
## Fixed bandwidth: 290.003 AICc value: 1082.04.
## Fixed bandwidth: 179.628 AICc value: 1084.27.
## Fixed bandwidth: 358.219 AICc value: 1083.09.
## Fixed bandwidth: 247.843 AICc value: 1081.92.
## Fixed bandwidth: 221.787 AICc value: 1082.29.
## Fixed bandwidth: 263.947 AICc value: 1081.89.
## Fixed bandwidth: 273.9 AICc value: 1081.92.
## Fixed bandwidth: 257.796 AICc value: 1081.89.
## Fixed bandwidth: 253.994 AICc value: 1081.89.
## Fixed bandwidth: 260.145 AICc value: 1081.88.
## Fixed bandwidth: 261.598 AICc value: 1081.88.
## The newly selected bandwidth for variable: X1_miskin is 260.145
## The bandwidth used in the last iteration is: 260.145 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1062.93.
## Fixed bandwidth: 1981.64 AICc value: 1057.83.
## Fixed bandwidth: 1225.12 AICc value: 1054.98.
## Fixed bandwidth: 757.559 AICc value: 1054.86.
## Fixed bandwidth: 468.594 AICc value: 1056.28.
## Fixed bandwidth: 936.15 AICc value: 1054.66.
## Fixed bandwidth: 1046.53 AICc value: 1054.7.
## Fixed bandwidth: 867.935 AICc value: 1054.69.
## Fixed bandwidth: 978.31 AICc value: 1054.66.
## Fixed bandwidth: 910.094 AICc value: 1054.66.
## Fixed bandwidth: 952.254 AICc value: 1054.65.
## Fixed bandwidth: 962.206 AICc value: 1054.65.
## Fixed bandwidth: 946.103 AICc value: 1054.65.
## Fixed bandwidth: 956.055 AICc value: 1054.65.
## The newly selected bandwidth for variable: X2_sanitasi is 952.254
## The bandwidth used in the last iteration is: 946.103 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.38.
## Fixed bandwidth: 1981.64 AICc value: 1060.52.
## Fixed bandwidth: 1225.12 AICc value: 1057.65.
## Fixed bandwidth: 757.559 AICc value: 1056.77.
## Fixed bandwidth: 468.594 AICc value: 1057.45.
## Fixed bandwidth: 936.15 AICc value: 1056.92.
## Fixed bandwidth: 647.184 AICc value: 1056.84.
## Fixed bandwidth: 825.775 AICc value: 1056.79.
## Fixed bandwidth: 715.4 AICc value: 1056.78.
## Fixed bandwidth: 783.616 AICc value: 1056.77.
## Fixed bandwidth: 741.456 AICc value: 1056.77.
## Fixed bandwidth: 767.512 AICc value: 1056.77.
## Fixed bandwidth: 751.408 AICc value: 1056.77.
## Fixed bandwidth: 761.361 AICc value: 1056.77.
## Fixed bandwidth: 755.21 AICc value: 1056.77.
## The newly selected bandwidth for variable: X3_merokok is 757.559
## The bandwidth used in the last iteration is: 757.559 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged and will be kept the same in the following iterations.
## Iteration 48 change of RSS (dCVR) is 0.014098.
## Iteration 49
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1475.92.
## Fixed bandwidth: 1981.64 AICc value: 1448.61.
## Fixed bandwidth: 1225.12 AICc value: 1397.8.
## Fixed bandwidth: 757.559 AICc value: 1319.8.
## Fixed bandwidth: 468.594 AICc value: 1246.57.
## Fixed bandwidth: 290.003 AICc value: 1202.95.
## Fixed bandwidth: 179.628 AICc value: 1176.77.
## Fixed bandwidth: 111.412 AICc value: 1168.99.
## Fixed bandwidth: 69.2528 AICc value: 1208.27.
## Fixed bandwidth: 137.468 AICc value: 1169.19.
## Fixed bandwidth: 95.3089 AICc value: 1173.98.
## Fixed bandwidth: 121.365 AICc value: 1168.28.
## Fixed bandwidth: 127.516 AICc value: 1168.39.
## Fixed bandwidth: 117.563 AICc value: 1168.4.
## Fixed bandwidth: 123.714 AICc value: 1168.28.
## Fixed bandwidth: 119.913 AICc value: 1168.31.
## Fixed bandwidth: 122.262 AICc value: 1168.28.
## Fixed bandwidth: 122.817 AICc value: 1168.28.
## Fixed bandwidth: 121.92 AICc value: 1168.28.
## Fixed bandwidth: 122.474 AICc value: 1168.28.
## Fixed bandwidth: 122.605 AICc value: 1168.28.
## Fixed bandwidth: 122.393 AICc value: 1168.28.
## The newly selected bandwidth for variable: Intercept is 122.474
## The bandwidth used in the last iteration is: 122.474 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.27.
## Fixed bandwidth: 1981.64 AICc value: 1097.52.
## Fixed bandwidth: 1225.12 AICc value: 1094.53.
## Fixed bandwidth: 757.559 AICc value: 1090.26.
## Fixed bandwidth: 468.594 AICc value: 1085.43.
## Fixed bandwidth: 290.003 AICc value: 1082.1.
## Fixed bandwidth: 179.628 AICc value: 1084.33.
## Fixed bandwidth: 358.219 AICc value: 1083.16.
## Fixed bandwidth: 247.843 AICc value: 1081.99.
## Fixed bandwidth: 221.787 AICc value: 1082.35.
## Fixed bandwidth: 263.947 AICc value: 1081.95.
## Fixed bandwidth: 273.9 AICc value: 1081.98.
## Fixed bandwidth: 257.796 AICc value: 1081.95.
## Fixed bandwidth: 253.994 AICc value: 1081.96.
## Fixed bandwidth: 260.145 AICc value: 1081.95.
## Fixed bandwidth: 261.598 AICc value: 1081.95.
## Fixed bandwidth: 259.248 AICc value: 1081.95.
## Fixed bandwidth: 260.7 AICc value: 1081.95.
## The newly selected bandwidth for variable: X1_miskin is 260.7
## The bandwidth used in the last iteration is: 260.145 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1062.85.
## Fixed bandwidth: 1981.64 AICc value: 1057.87.
## Fixed bandwidth: 1225.12 AICc value: 1055.1.
## Fixed bandwidth: 757.559 AICc value: 1055.
## Fixed bandwidth: 468.594 AICc value: 1056.43.
## Fixed bandwidth: 936.15 AICc value: 1054.79.
## Fixed bandwidth: 1046.53 AICc value: 1054.83.
## Fixed bandwidth: 867.935 AICc value: 1054.83.
## Fixed bandwidth: 978.31 AICc value: 1054.79.
## Fixed bandwidth: 1004.37 AICc value: 1054.8.
## Fixed bandwidth: 962.206 AICc value: 1054.79.
## Fixed bandwidth: 952.254 AICc value: 1054.79.
## The newly selected bandwidth for variable: X2_sanitasi is 962.206
## The bandwidth used in the last iteration is: 952.254 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 49 change of RSS (dCVR) is 0.0185916.
## Iteration 50
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1476.23.
## Fixed bandwidth: 1981.64 AICc value: 1448.91.
## Fixed bandwidth: 1225.12 AICc value: 1398.08.
## Fixed bandwidth: 757.559 AICc value: 1320.06.
## Fixed bandwidth: 468.594 AICc value: 1246.81.
## Fixed bandwidth: 290.003 AICc value: 1203.16.
## Fixed bandwidth: 179.628 AICc value: 1176.96.
## Fixed bandwidth: 111.412 AICc value: 1169.14.
## Fixed bandwidth: 69.2528 AICc value: 1208.37.
## Fixed bandwidth: 137.468 AICc value: 1169.36.
## Fixed bandwidth: 95.3089 AICc value: 1174.12.
## Fixed bandwidth: 121.365 AICc value: 1168.45.
## Fixed bandwidth: 127.516 AICc value: 1168.56.
## Fixed bandwidth: 117.563 AICc value: 1168.56.
## Fixed bandwidth: 123.714 AICc value: 1168.45.
## Fixed bandwidth: 119.913 AICc value: 1168.47.
## Fixed bandwidth: 122.262 AICc value: 1168.44.
## Fixed bandwidth: 122.817 AICc value: 1168.44.
## Fixed bandwidth: 121.92 AICc value: 1168.44.
## Fixed bandwidth: 122.474 AICc value: 1168.44.
## The newly selected bandwidth for variable: Intercept is 122.474
## The bandwidth used in the last iteration is: 122.474 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.3.
## Fixed bandwidth: 1981.64 AICc value: 1097.56.
## Fixed bandwidth: 1225.12 AICc value: 1094.57.
## Fixed bandwidth: 757.559 AICc value: 1090.32.
## Fixed bandwidth: 468.594 AICc value: 1085.49.
## Fixed bandwidth: 290.003 AICc value: 1082.17.
## Fixed bandwidth: 179.628 AICc value: 1084.4.
## Fixed bandwidth: 358.219 AICc value: 1083.22.
## Fixed bandwidth: 247.843 AICc value: 1082.06.
## Fixed bandwidth: 221.787 AICc value: 1082.42.
## Fixed bandwidth: 263.947 AICc value: 1082.02.
## Fixed bandwidth: 273.9 AICc value: 1082.05.
## Fixed bandwidth: 257.796 AICc value: 1082.02.
## Fixed bandwidth: 253.994 AICc value: 1082.03.
## Fixed bandwidth: 260.145 AICc value: 1082.02.
## Fixed bandwidth: 261.598 AICc value: 1082.02.
## The newly selected bandwidth for variable: X1_miskin is 260.145
## The bandwidth used in the last iteration is: 260.7 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1062.53.
## Fixed bandwidth: 1981.64 AICc value: 1057.67.
## Fixed bandwidth: 1225.12 AICc value: 1054.99.
## Fixed bandwidth: 757.559 AICc value: 1054.92.
## Fixed bandwidth: 468.594 AICc value: 1056.35.
## Fixed bandwidth: 936.15 AICc value: 1054.7.
## Fixed bandwidth: 1046.53 AICc value: 1054.73.
## Fixed bandwidth: 867.935 AICc value: 1054.74.
## Fixed bandwidth: 978.31 AICc value: 1054.7.
## Fixed bandwidth: 1004.37 AICc value: 1054.71.
## Fixed bandwidth: 962.206 AICc value: 1054.7.
## Fixed bandwidth: 952.254 AICc value: 1054.7.
## Fixed bandwidth: 968.357 AICc value: 1054.7.
## The newly selected bandwidth for variable: X2_sanitasi is 962.206
## The bandwidth used in the last iteration is: 962.206 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 50 change of RSS (dCVR) is 0.0115937.
## Iteration 51
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1476.35.
## Fixed bandwidth: 1981.64 AICc value: 1449.02.
## Fixed bandwidth: 1225.12 AICc value: 1398.16.
## Fixed bandwidth: 757.559 AICc value: 1320.11.
## Fixed bandwidth: 468.594 AICc value: 1246.82.
## Fixed bandwidth: 290.003 AICc value: 1203.16.
## Fixed bandwidth: 179.628 AICc value: 1176.95.
## Fixed bandwidth: 111.412 AICc value: 1169.12.
## Fixed bandwidth: 69.2528 AICc value: 1208.31.
## Fixed bandwidth: 137.468 AICc value: 1169.34.
## Fixed bandwidth: 95.3089 AICc value: 1174.09.
## Fixed bandwidth: 121.365 AICc value: 1168.43.
## Fixed bandwidth: 127.516 AICc value: 1168.54.
## Fixed bandwidth: 117.563 AICc value: 1168.54.
## Fixed bandwidth: 123.714 AICc value: 1168.43.
## Fixed bandwidth: 119.913 AICc value: 1168.45.
## Fixed bandwidth: 122.262 AICc value: 1168.42.
## Fixed bandwidth: 122.817 AICc value: 1168.42.
## Fixed bandwidth: 121.92 AICc value: 1168.42.
## Fixed bandwidth: 122.474 AICc value: 1168.42.
## The newly selected bandwidth for variable: Intercept is 122.262
## The bandwidth used in the last iteration is: 122.474 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.05.
## Fixed bandwidth: 1981.64 AICc value: 1097.31.
## Fixed bandwidth: 1225.12 AICc value: 1094.33.
## Fixed bandwidth: 757.559 AICc value: 1090.07.
## Fixed bandwidth: 468.594 AICc value: 1085.24.
## Fixed bandwidth: 290.003 AICc value: 1081.93.
## Fixed bandwidth: 179.628 AICc value: 1084.17.
## Fixed bandwidth: 358.219 AICc value: 1082.98.
## Fixed bandwidth: 247.843 AICc value: 1081.82.
## Fixed bandwidth: 221.787 AICc value: 1082.19.
## Fixed bandwidth: 263.947 AICc value: 1081.78.
## Fixed bandwidth: 273.9 AICc value: 1081.81.
## Fixed bandwidth: 257.796 AICc value: 1081.78.
## Fixed bandwidth: 267.749 AICc value: 1081.79.
## Fixed bandwidth: 261.598 AICc value: 1081.78.
## Fixed bandwidth: 260.145 AICc value: 1081.78.
## The newly selected bandwidth for variable: X1_miskin is 261.598
## The bandwidth used in the last iteration is: 260.145 and the difference in bandwidths is: 1.45205
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1062.37.
## Fixed bandwidth: 1981.64 AICc value: 1057.62.
## Fixed bandwidth: 1225.12 AICc value: 1055.
## Fixed bandwidth: 757.559 AICc value: 1054.96.
## Fixed bandwidth: 468.594 AICc value: 1056.39.
## Fixed bandwidth: 936.15 AICc value: 1054.73.
## Fixed bandwidth: 1046.53 AICc value: 1054.75.
## Fixed bandwidth: 867.935 AICc value: 1054.78.
## Fixed bandwidth: 978.31 AICc value: 1054.73.
## Fixed bandwidth: 1004.37 AICc value: 1054.73.
## Fixed bandwidth: 962.206 AICc value: 1054.73.
## Fixed bandwidth: 952.254 AICc value: 1054.73.
## Fixed bandwidth: 968.357 AICc value: 1054.73.
## Fixed bandwidth: 972.159 AICc value: 1054.73.
## The newly selected bandwidth for variable: X2_sanitasi is 968.357
## The bandwidth used in the last iteration is: 962.206 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 51 change of RSS (dCVR) is 0.00901216.
## Iteration 52
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1476.8.
## Fixed bandwidth: 1981.64 AICc value: 1449.46.
## Fixed bandwidth: 1225.12 AICc value: 1398.6.
## Fixed bandwidth: 757.559 AICc value: 1320.55.
## Fixed bandwidth: 468.594 AICc value: 1247.24.
## Fixed bandwidth: 290.003 AICc value: 1203.54.
## Fixed bandwidth: 179.628 AICc value: 1177.28.
## Fixed bandwidth: 111.412 AICc value: 1169.37.
## Fixed bandwidth: 69.2528 AICc value: 1208.49.
## Fixed bandwidth: 137.468 AICc value: 1169.63.
## Fixed bandwidth: 95.3089 AICc value: 1174.32.
## Fixed bandwidth: 121.365 AICc value: 1168.7.
## Fixed bandwidth: 127.516 AICc value: 1168.82.
## Fixed bandwidth: 117.563 AICc value: 1168.81.
## Fixed bandwidth: 123.714 AICc value: 1168.71.
## Fixed bandwidth: 119.913 AICc value: 1168.72.
## Fixed bandwidth: 122.262 AICc value: 1168.69.
## Fixed bandwidth: 122.817 AICc value: 1168.7.
## Fixed bandwidth: 121.92 AICc value: 1168.69.
## Fixed bandwidth: 122.474 AICc value: 1168.69.
## Fixed bandwidth: 122.131 AICc value: 1168.69.
## The newly selected bandwidth for variable: Intercept is 122.262
## The bandwidth used in the last iteration is: 122.262 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.97.
## Fixed bandwidth: 1981.64 AICc value: 1097.24.
## Fixed bandwidth: 1225.12 AICc value: 1094.27.
## Fixed bandwidth: 757.559 AICc value: 1090.02.
## Fixed bandwidth: 468.594 AICc value: 1085.21.
## Fixed bandwidth: 290.003 AICc value: 1081.93.
## Fixed bandwidth: 179.628 AICc value: 1084.19.
## Fixed bandwidth: 358.219 AICc value: 1082.97.
## Fixed bandwidth: 247.843 AICc value: 1081.82.
## Fixed bandwidth: 221.787 AICc value: 1082.2.
## Fixed bandwidth: 263.947 AICc value: 1081.78.
## Fixed bandwidth: 273.9 AICc value: 1081.81.
## Fixed bandwidth: 257.796 AICc value: 1081.79.
## Fixed bandwidth: 267.749 AICc value: 1081.79.
## Fixed bandwidth: 261.598 AICc value: 1081.78.
## Fixed bandwidth: 260.145 AICc value: 1081.78.
## Fixed bandwidth: 262.495 AICc value: 1081.78.
## Fixed bandwidth: 261.043 AICc value: 1081.78.
## The newly selected bandwidth for variable: X1_miskin is 261.598
## The bandwidth used in the last iteration is: 261.598 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1062.15.
## Fixed bandwidth: 1981.64 AICc value: 1057.5.
## Fixed bandwidth: 1225.12 AICc value: 1054.95.
## Fixed bandwidth: 757.559 AICc value: 1054.93.
## Fixed bandwidth: 468.594 AICc value: 1056.37.
## Fixed bandwidth: 936.15 AICc value: 1054.7.
## Fixed bandwidth: 1046.53 AICc value: 1054.72.
## Fixed bandwidth: 867.935 AICc value: 1054.75.
## Fixed bandwidth: 978.31 AICc value: 1054.7.
## Fixed bandwidth: 1004.37 AICc value: 1054.7.
## Fixed bandwidth: 962.206 AICc value: 1054.7.
## Fixed bandwidth: 988.262 AICc value: 1054.7.
## Fixed bandwidth: 972.159 AICc value: 1054.7.
## The newly selected bandwidth for variable: X2_sanitasi is 972.159
## The bandwidth used in the last iteration is: 968.357 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 52 change of RSS (dCVR) is 0.00297582.
## Iteration 53
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1477.02.
## Fixed bandwidth: 1981.64 AICc value: 1449.68.
## Fixed bandwidth: 1225.12 AICc value: 1398.81.
## Fixed bandwidth: 757.559 AICc value: 1320.72.
## Fixed bandwidth: 468.594 AICc value: 1247.4.
## Fixed bandwidth: 290.003 AICc value: 1203.67.
## Fixed bandwidth: 179.628 AICc value: 1177.37.
## Fixed bandwidth: 111.412 AICc value: 1169.44.
## Fixed bandwidth: 69.2528 AICc value: 1208.5.
## Fixed bandwidth: 137.468 AICc value: 1169.71.
## Fixed bandwidth: 95.3089 AICc value: 1174.37.
## Fixed bandwidth: 121.365 AICc value: 1168.77.
## Fixed bandwidth: 127.516 AICc value: 1168.9.
## Fixed bandwidth: 117.563 AICc value: 1168.88.
## Fixed bandwidth: 123.714 AICc value: 1168.78.
## Fixed bandwidth: 119.913 AICc value: 1168.79.
## Fixed bandwidth: 122.262 AICc value: 1168.77.
## Fixed bandwidth: 122.817 AICc value: 1168.77.
## Fixed bandwidth: 121.92 AICc value: 1168.77.
## Fixed bandwidth: 122.474 AICc value: 1168.77.
## Fixed bandwidth: 122.131 AICc value: 1168.77.
## The newly selected bandwidth for variable: Intercept is 122.131
## The bandwidth used in the last iteration is: 122.262 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.78.
## Fixed bandwidth: 1981.64 AICc value: 1097.06.
## Fixed bandwidth: 1225.12 AICc value: 1094.09.
## Fixed bandwidth: 757.559 AICc value: 1089.86.
## Fixed bandwidth: 468.594 AICc value: 1085.06.
## Fixed bandwidth: 290.003 AICc value: 1081.79.
## Fixed bandwidth: 179.628 AICc value: 1084.06.
## Fixed bandwidth: 358.219 AICc value: 1082.82.
## Fixed bandwidth: 247.843 AICc value: 1081.69.
## Fixed bandwidth: 221.787 AICc value: 1082.07.
## Fixed bandwidth: 263.947 AICc value: 1081.65.
## Fixed bandwidth: 273.9 AICc value: 1081.67.
## Fixed bandwidth: 257.796 AICc value: 1081.65.
## Fixed bandwidth: 267.749 AICc value: 1081.65.
## Fixed bandwidth: 261.598 AICc value: 1081.65.
## Fixed bandwidth: 260.145 AICc value: 1081.65.
## Fixed bandwidth: 262.495 AICc value: 1081.65.
## Fixed bandwidth: 261.043 AICc value: 1081.65.
## The newly selected bandwidth for variable: X1_miskin is 261.598
## The bandwidth used in the last iteration is: 261.598 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1061.81.
## Fixed bandwidth: 1981.64 AICc value: 1057.27.
## Fixed bandwidth: 1225.12 AICc value: 1054.78.
## Fixed bandwidth: 757.559 AICc value: 1054.78.
## Fixed bandwidth: 468.594 AICc value: 1056.22.
## Fixed bandwidth: 936.15 AICc value: 1054.54.
## Fixed bandwidth: 1046.53 AICc value: 1054.56.
## Fixed bandwidth: 867.935 AICc value: 1054.59.
## Fixed bandwidth: 978.31 AICc value: 1054.53.
## Fixed bandwidth: 1004.37 AICc value: 1054.54.
## Fixed bandwidth: 962.206 AICc value: 1054.54.
## Fixed bandwidth: 988.262 AICc value: 1054.54.
## Fixed bandwidth: 972.159 AICc value: 1054.54.
## Fixed bandwidth: 982.111 AICc value: 1054.53.
## The newly selected bandwidth for variable: X2_sanitasi is 978.31
## The bandwidth used in the last iteration is: 972.159 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 53 change of RSS (dCVR) is 0.0154179.
## Iteration 54
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1477.26.
## Fixed bandwidth: 1981.64 AICc value: 1449.9.
## Fixed bandwidth: 1225.12 AICc value: 1399.01.
## Fixed bandwidth: 757.559 AICc value: 1320.91.
## Fixed bandwidth: 468.594 AICc value: 1247.56.
## Fixed bandwidth: 290.003 AICc value: 1203.8.
## Fixed bandwidth: 179.628 AICc value: 1177.48.
## Fixed bandwidth: 111.412 AICc value: 1169.51.
## Fixed bandwidth: 69.2528 AICc value: 1208.53.
## Fixed bandwidth: 137.468 AICc value: 1169.8.
## Fixed bandwidth: 95.3089 AICc value: 1174.42.
## Fixed bandwidth: 121.365 AICc value: 1168.85.
## Fixed bandwidth: 127.516 AICc value: 1168.98.
## Fixed bandwidth: 117.563 AICc value: 1168.95.
## Fixed bandwidth: 123.714 AICc value: 1168.86.
## Fixed bandwidth: 119.913 AICc value: 1168.87.
## Fixed bandwidth: 122.262 AICc value: 1168.85.
## Fixed bandwidth: 122.817 AICc value: 1168.85.
## Fixed bandwidth: 121.92 AICc value: 1168.85.
## The newly selected bandwidth for variable: Intercept is 121.92
## The bandwidth used in the last iteration is: 122.131 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.48.
## Fixed bandwidth: 1981.64 AICc value: 1096.76.
## Fixed bandwidth: 1225.12 AICc value: 1093.8.
## Fixed bandwidth: 757.559 AICc value: 1089.58.
## Fixed bandwidth: 468.594 AICc value: 1084.79.
## Fixed bandwidth: 290.003 AICc value: 1081.54.
## Fixed bandwidth: 179.628 AICc value: 1083.83.
## Fixed bandwidth: 358.219 AICc value: 1082.56.
## Fixed bandwidth: 247.843 AICc value: 1081.44.
## Fixed bandwidth: 221.787 AICc value: 1081.83.
## Fixed bandwidth: 263.947 AICc value: 1081.4.
## Fixed bandwidth: 273.9 AICc value: 1081.43.
## Fixed bandwidth: 257.796 AICc value: 1081.4.
## Fixed bandwidth: 267.749 AICc value: 1081.41.
## Fixed bandwidth: 261.598 AICc value: 1081.4.
## Fixed bandwidth: 260.145 AICc value: 1081.4.
## Fixed bandwidth: 262.495 AICc value: 1081.4.
## The newly selected bandwidth for variable: X1_miskin is 262.495
## The bandwidth used in the last iteration is: 261.598 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1061.53.
## Fixed bandwidth: 1981.64 AICc value: 1057.08.
## Fixed bandwidth: 1225.12 AICc value: 1054.65.
## Fixed bandwidth: 757.559 AICc value: 1054.67.
## Fixed bandwidth: 1514.08 AICc value: 1055.39.
## Fixed bandwidth: 1046.53 AICc value: 1054.44.
## Fixed bandwidth: 936.15 AICc value: 1054.43.
## Fixed bandwidth: 867.935 AICc value: 1054.49.
## Fixed bandwidth: 978.31 AICc value: 1054.42.
## Fixed bandwidth: 1004.37 AICc value: 1054.43.
## Fixed bandwidth: 962.206 AICc value: 1054.43.
## Fixed bandwidth: 988.262 AICc value: 1054.42.
## The newly selected bandwidth for variable: X2_sanitasi is 988.262
## The bandwidth used in the last iteration is: 978.31 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 54 change of RSS (dCVR) is 0.010912.
## Iteration 55
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1477.64.
## Fixed bandwidth: 1981.64 AICc value: 1450.29.
## Fixed bandwidth: 1225.12 AICc value: 1399.4.
## Fixed bandwidth: 757.559 AICc value: 1321.29.
## Fixed bandwidth: 468.594 AICc value: 1247.92.
## Fixed bandwidth: 290.003 AICc value: 1204.13.
## Fixed bandwidth: 179.628 AICc value: 1177.76.
## Fixed bandwidth: 111.412 AICc value: 1169.72.
## Fixed bandwidth: 69.2528 AICc value: 1208.66.
## Fixed bandwidth: 137.468 AICc value: 1170.05.
## Fixed bandwidth: 95.3089 AICc value: 1174.61.
## Fixed bandwidth: 121.365 AICc value: 1169.07.
## Fixed bandwidth: 127.516 AICc value: 1169.21.
## Fixed bandwidth: 117.563 AICc value: 1169.17.
## Fixed bandwidth: 123.714 AICc value: 1169.09.
## Fixed bandwidth: 119.913 AICc value: 1169.09.
## Fixed bandwidth: 122.262 AICc value: 1169.07.
## Fixed bandwidth: 122.817 AICc value: 1169.07.
## Fixed bandwidth: 121.92 AICc value: 1169.07.
## Fixed bandwidth: 121.708 AICc value: 1169.07.
## Fixed bandwidth: 122.05 AICc value: 1169.07.
## The newly selected bandwidth for variable: Intercept is 121.92
## The bandwidth used in the last iteration is: 121.92 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.46.
## Fixed bandwidth: 1981.64 AICc value: 1096.75.
## Fixed bandwidth: 1225.12 AICc value: 1093.8.
## Fixed bandwidth: 757.559 AICc value: 1089.58.
## Fixed bandwidth: 468.594 AICc value: 1084.81.
## Fixed bandwidth: 290.003 AICc value: 1081.58.
## Fixed bandwidth: 179.628 AICc value: 1083.89.
## Fixed bandwidth: 358.219 AICc value: 1082.59.
## Fixed bandwidth: 247.843 AICc value: 1081.49.
## Fixed bandwidth: 221.787 AICc value: 1081.88.
## Fixed bandwidth: 263.947 AICc value: 1081.44.
## Fixed bandwidth: 273.9 AICc value: 1081.47.
## Fixed bandwidth: 257.796 AICc value: 1081.45.
## Fixed bandwidth: 267.749 AICc value: 1081.45.
## Fixed bandwidth: 261.598 AICc value: 1081.44.
## Fixed bandwidth: 260.145 AICc value: 1081.44.
## Fixed bandwidth: 262.495 AICc value: 1081.44.
## Fixed bandwidth: 263.05 AICc value: 1081.44.
## Fixed bandwidth: 262.152 AICc value: 1081.44.
## The newly selected bandwidth for variable: X1_miskin is 262.495
## The bandwidth used in the last iteration is: 262.495 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1061.33.
## Fixed bandwidth: 1981.64 AICc value: 1056.98.
## Fixed bandwidth: 1225.12 AICc value: 1054.63.
## Fixed bandwidth: 757.559 AICc value: 1054.67.
## Fixed bandwidth: 1514.08 AICc value: 1055.34.
## Fixed bandwidth: 1046.53 AICc value: 1054.43.
## Fixed bandwidth: 936.15 AICc value: 1054.43.
## Fixed bandwidth: 867.935 AICc value: 1054.48.
## Fixed bandwidth: 978.31 AICc value: 1054.42.
## Fixed bandwidth: 1004.37 AICc value: 1054.42.
## Fixed bandwidth: 962.206 AICc value: 1054.42.
## Fixed bandwidth: 988.262 AICc value: 1054.41.
## Fixed bandwidth: 994.413 AICc value: 1054.42.
## Fixed bandwidth: 984.461 AICc value: 1054.42.
## The newly selected bandwidth for variable: X2_sanitasi is 988.262
## The bandwidth used in the last iteration is: 988.262 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 55 change of RSS (dCVR) is 0.0024174.
## Iteration 56
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1477.84.
## Fixed bandwidth: 1981.64 AICc value: 1450.48.
## Fixed bandwidth: 1225.12 AICc value: 1399.57.
## Fixed bandwidth: 757.559 AICc value: 1321.44.
## Fixed bandwidth: 468.594 AICc value: 1248.05.
## Fixed bandwidth: 290.003 AICc value: 1204.23.
## Fixed bandwidth: 179.628 AICc value: 1177.84.
## Fixed bandwidth: 111.412 AICc value: 1169.77.
## Fixed bandwidth: 69.2528 AICc value: 1208.67.
## Fixed bandwidth: 137.468 AICc value: 1170.11.
## Fixed bandwidth: 95.3089 AICc value: 1174.64.
## Fixed bandwidth: 121.365 AICc value: 1169.12.
## Fixed bandwidth: 127.516 AICc value: 1169.27.
## Fixed bandwidth: 117.563 AICc value: 1169.22.
## Fixed bandwidth: 123.714 AICc value: 1169.14.
## Fixed bandwidth: 119.913 AICc value: 1169.14.
## Fixed bandwidth: 122.262 AICc value: 1169.12.
## Fixed bandwidth: 122.817 AICc value: 1169.13.
## Fixed bandwidth: 121.92 AICc value: 1169.12.
## Fixed bandwidth: 121.708 AICc value: 1169.12.
## Fixed bandwidth: 122.05 AICc value: 1169.12.
## Fixed bandwidth: 121.839 AICc value: 1169.12.
## The newly selected bandwidth for variable: Intercept is 121.92
## The bandwidth used in the last iteration is: 121.92 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.48.
## Fixed bandwidth: 1981.64 AICc value: 1096.77.
## Fixed bandwidth: 1225.12 AICc value: 1093.83.
## Fixed bandwidth: 757.559 AICc value: 1089.62.
## Fixed bandwidth: 468.594 AICc value: 1084.85.
## Fixed bandwidth: 290.003 AICc value: 1081.62.
## Fixed bandwidth: 179.628 AICc value: 1083.92.
## Fixed bandwidth: 358.219 AICc value: 1082.63.
## Fixed bandwidth: 247.843 AICc value: 1081.53.
## Fixed bandwidth: 221.787 AICc value: 1081.91.
## Fixed bandwidth: 263.947 AICc value: 1081.48.
## Fixed bandwidth: 273.9 AICc value: 1081.51.
## Fixed bandwidth: 257.796 AICc value: 1081.49.
## Fixed bandwidth: 267.749 AICc value: 1081.49.
## Fixed bandwidth: 261.598 AICc value: 1081.48.
## Fixed bandwidth: 260.145 AICc value: 1081.48.
## Fixed bandwidth: 262.495 AICc value: 1081.48.
## The newly selected bandwidth for variable: X1_miskin is 262.495
## The bandwidth used in the last iteration is: 262.495 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1061.2.
## Fixed bandwidth: 1981.64 AICc value: 1056.95.
## Fixed bandwidth: 1225.12 AICc value: 1054.65.
## Fixed bandwidth: 757.559 AICc value: 1054.71.
## Fixed bandwidth: 1514.08 AICc value: 1055.34.
## Fixed bandwidth: 1046.53 AICc value: 1054.46.
## Fixed bandwidth: 936.15 AICc value: 1054.46.
## Fixed bandwidth: 1114.74 AICc value: 1054.5.
## Fixed bandwidth: 1004.37 AICc value: 1054.44.
## Fixed bandwidth: 978.31 AICc value: 1054.45.
## Fixed bandwidth: 1020.47 AICc value: 1054.45.
## Fixed bandwidth: 994.413 AICc value: 1054.44.
## Fixed bandwidth: 988.262 AICc value: 1054.44.
## Fixed bandwidth: 998.215 AICc value: 1054.44.
## The newly selected bandwidth for variable: X2_sanitasi is 994.413
## The bandwidth used in the last iteration is: 988.262 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 56 change of RSS (dCVR) is 0.0102009.
## Iteration 57
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1478.01.
## Fixed bandwidth: 1981.64 AICc value: 1450.64.
## Fixed bandwidth: 1225.12 AICc value: 1399.72.
## Fixed bandwidth: 757.559 AICc value: 1321.57.
## Fixed bandwidth: 468.594 AICc value: 1248.16.
## Fixed bandwidth: 290.003 AICc value: 1204.33.
## Fixed bandwidth: 179.628 AICc value: 1177.92.
## Fixed bandwidth: 111.412 AICc value: 1169.82.
## Fixed bandwidth: 69.2528 AICc value: 1208.69.
## Fixed bandwidth: 137.468 AICc value: 1170.18.
## Fixed bandwidth: 95.3089 AICc value: 1174.69.
## Fixed bandwidth: 121.365 AICc value: 1169.19.
## Fixed bandwidth: 127.516 AICc value: 1169.33.
## Fixed bandwidth: 117.563 AICc value: 1169.28.
## Fixed bandwidth: 123.714 AICc value: 1169.2.
## Fixed bandwidth: 119.913 AICc value: 1169.21.
## Fixed bandwidth: 122.262 AICc value: 1169.19.
## Fixed bandwidth: 122.817 AICc value: 1169.19.
## Fixed bandwidth: 121.92 AICc value: 1169.19.
## Fixed bandwidth: 121.708 AICc value: 1169.19.
## The newly selected bandwidth for variable: Intercept is 121.92
## The bandwidth used in the last iteration is: 121.92 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.53.
## Fixed bandwidth: 1981.64 AICc value: 1096.82.
## Fixed bandwidth: 1225.12 AICc value: 1093.88.
## Fixed bandwidth: 757.559 AICc value: 1089.68.
## Fixed bandwidth: 468.594 AICc value: 1084.91.
## Fixed bandwidth: 290.003 AICc value: 1081.68.
## Fixed bandwidth: 179.628 AICc value: 1083.98.
## Fixed bandwidth: 358.219 AICc value: 1082.69.
## Fixed bandwidth: 247.843 AICc value: 1081.59.
## Fixed bandwidth: 221.787 AICc value: 1081.97.
## Fixed bandwidth: 263.947 AICc value: 1081.54.
## Fixed bandwidth: 273.9 AICc value: 1081.57.
## Fixed bandwidth: 257.796 AICc value: 1081.55.
## Fixed bandwidth: 267.749 AICc value: 1081.55.
## Fixed bandwidth: 261.598 AICc value: 1081.54.
## Fixed bandwidth: 260.145 AICc value: 1081.54.
## Fixed bandwidth: 262.495 AICc value: 1081.54.
## The newly selected bandwidth for variable: X1_miskin is 262.495
## The bandwidth used in the last iteration is: 262.495 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1061.07.
## Fixed bandwidth: 1981.64 AICc value: 1056.9.
## Fixed bandwidth: 1225.12 AICc value: 1054.67.
## Fixed bandwidth: 757.559 AICc value: 1054.74.
## Fixed bandwidth: 1514.08 AICc value: 1055.33.
## Fixed bandwidth: 1046.53 AICc value: 1054.48.
## Fixed bandwidth: 936.15 AICc value: 1054.49.
## Fixed bandwidth: 1114.74 AICc value: 1054.53.
## Fixed bandwidth: 1004.37 AICc value: 1054.47.
## Fixed bandwidth: 978.31 AICc value: 1054.47.
## Fixed bandwidth: 1020.47 AICc value: 1054.47.
## Fixed bandwidth: 994.413 AICc value: 1054.47.
## The newly selected bandwidth for variable: X2_sanitasi is 994.413
## The bandwidth used in the last iteration is: 994.413 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 57 change of RSS (dCVR) is 0.00731194.
## Iteration 58
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1478.15.
## Fixed bandwidth: 1981.64 AICc value: 1450.77.
## Fixed bandwidth: 1225.12 AICc value: 1399.84.
## Fixed bandwidth: 757.559 AICc value: 1321.67.
## Fixed bandwidth: 468.594 AICc value: 1248.24.
## Fixed bandwidth: 290.003 AICc value: 1204.39.
## Fixed bandwidth: 179.628 AICc value: 1177.96.
## Fixed bandwidth: 111.412 AICc value: 1169.85.
## Fixed bandwidth: 69.2528 AICc value: 1208.68.
## Fixed bandwidth: 137.468 AICc value: 1170.22.
## Fixed bandwidth: 95.3089 AICc value: 1174.71.
## Fixed bandwidth: 121.365 AICc value: 1169.22.
## Fixed bandwidth: 127.516 AICc value: 1169.37.
## Fixed bandwidth: 117.563 AICc value: 1169.32.
## Fixed bandwidth: 123.714 AICc value: 1169.24.
## Fixed bandwidth: 119.913 AICc value: 1169.24.
## Fixed bandwidth: 122.262 AICc value: 1169.22.
## Fixed bandwidth: 120.81 AICc value: 1169.23.
## Fixed bandwidth: 121.708 AICc value: 1169.22.
## Fixed bandwidth: 121.92 AICc value: 1169.22.
## The newly selected bandwidth for variable: Intercept is 121.708
## The bandwidth used in the last iteration is: 121.92 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.21.
## Fixed bandwidth: 1981.64 AICc value: 1096.51.
## Fixed bandwidth: 1225.12 AICc value: 1093.57.
## Fixed bandwidth: 757.559 AICc value: 1089.37.
## Fixed bandwidth: 468.594 AICc value: 1084.62.
## Fixed bandwidth: 290.003 AICc value: 1081.4.
## Fixed bandwidth: 179.628 AICc value: 1083.72.
## Fixed bandwidth: 358.219 AICc value: 1082.41.
## Fixed bandwidth: 247.843 AICc value: 1081.32.
## Fixed bandwidth: 221.787 AICc value: 1081.71.
## Fixed bandwidth: 263.947 AICc value: 1081.27.
## Fixed bandwidth: 273.9 AICc value: 1081.29.
## Fixed bandwidth: 257.796 AICc value: 1081.27.
## Fixed bandwidth: 267.749 AICc value: 1081.27.
## Fixed bandwidth: 261.598 AICc value: 1081.27.
## Fixed bandwidth: 260.145 AICc value: 1081.27.
## Fixed bandwidth: 262.495 AICc value: 1081.27.
## Fixed bandwidth: 263.05 AICc value: 1081.27.
## The newly selected bandwidth for variable: X1_miskin is 262.495
## The bandwidth used in the last iteration is: 262.495 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 4 times. It will be continually optimized in the next 1 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1060.67.
## Fixed bandwidth: 1981.64 AICc value: 1056.57.
## Fixed bandwidth: 1225.12 AICc value: 1054.38.
## Fixed bandwidth: 757.559 AICc value: 1054.47.
## Fixed bandwidth: 1514.08 AICc value: 1055.03.
## Fixed bandwidth: 1046.53 AICc value: 1054.2.
## Fixed bandwidth: 936.15 AICc value: 1054.21.
## Fixed bandwidth: 1114.74 AICc value: 1054.24.
## Fixed bandwidth: 1004.37 AICc value: 1054.19.
## Fixed bandwidth: 978.31 AICc value: 1054.2.
## Fixed bandwidth: 1020.47 AICc value: 1054.2.
## Fixed bandwidth: 994.413 AICc value: 1054.19.
## Fixed bandwidth: 1010.52 AICc value: 1054.19.
## Fixed bandwidth: 1000.56 AICc value: 1054.19.
## The newly selected bandwidth for variable: X2_sanitasi is 1004.37
## The bandwidth used in the last iteration is: 994.413 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 58 change of RSS (dCVR) is 0.0203438.
## Iteration 59
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1478.37.
## Fixed bandwidth: 1981.64 AICc value: 1450.98.
## Fixed bandwidth: 1225.12 AICc value: 1400.04.
## Fixed bandwidth: 757.559 AICc value: 1321.86.
## Fixed bandwidth: 468.594 AICc value: 1248.42.
## Fixed bandwidth: 290.003 AICc value: 1204.54.
## Fixed bandwidth: 179.628 AICc value: 1178.09.
## Fixed bandwidth: 111.412 AICc value: 1169.94.
## Fixed bandwidth: 69.2528 AICc value: 1208.72.
## Fixed bandwidth: 137.468 AICc value: 1170.32.
## Fixed bandwidth: 95.3089 AICc value: 1174.78.
## Fixed bandwidth: 121.365 AICc value: 1169.32.
## Fixed bandwidth: 127.516 AICc value: 1169.47.
## Fixed bandwidth: 117.563 AICc value: 1169.41.
## Fixed bandwidth: 123.714 AICc value: 1169.34.
## Fixed bandwidth: 119.913 AICc value: 1169.33.
## Fixed bandwidth: 122.262 AICc value: 1169.32.
## Fixed bandwidth: 120.81 AICc value: 1169.32.
## Fixed bandwidth: 121.708 AICc value: 1169.32.
## Fixed bandwidth: 121.92 AICc value: 1169.32.
## Fixed bandwidth: 121.577 AICc value: 1169.32.
## Fixed bandwidth: 121.789 AICc value: 1169.32.
## The newly selected bandwidth for variable: Intercept is 121.708
## The bandwidth used in the last iteration is: 121.708 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.27.
## Fixed bandwidth: 1981.64 AICc value: 1096.57.
## Fixed bandwidth: 1225.12 AICc value: 1093.64.
## Fixed bandwidth: 757.559 AICc value: 1089.44.
## Fixed bandwidth: 468.594 AICc value: 1084.69.
## Fixed bandwidth: 290.003 AICc value: 1081.47.
## Fixed bandwidth: 179.628 AICc value: 1083.79.
## Fixed bandwidth: 358.219 AICc value: 1082.48.
## Fixed bandwidth: 247.843 AICc value: 1081.39.
## Fixed bandwidth: 221.787 AICc value: 1081.77.
## Fixed bandwidth: 263.947 AICc value: 1081.34.
## Fixed bandwidth: 273.9 AICc value: 1081.36.
## Fixed bandwidth: 257.796 AICc value: 1081.34.
## Fixed bandwidth: 267.749 AICc value: 1081.34.
## Fixed bandwidth: 261.598 AICc value: 1081.34.
## Fixed bandwidth: 260.145 AICc value: 1081.34.
## Fixed bandwidth: 262.495 AICc value: 1081.34.
## Fixed bandwidth: 263.05 AICc value: 1081.34.
## The newly selected bandwidth for variable: X1_miskin is 262.495
## The bandwidth used in the last iteration is: 262.495 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged and will be kept the same in the following iterations.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1060.53.
## Fixed bandwidth: 1981.64 AICc value: 1056.52.
## Fixed bandwidth: 1225.12 AICc value: 1054.39.
## Fixed bandwidth: 757.559 AICc value: 1054.5.
## Fixed bandwidth: 1514.08 AICc value: 1055.02.
## Fixed bandwidth: 1046.53 AICc value: 1054.22.
## Fixed bandwidth: 936.15 AICc value: 1054.24.
## Fixed bandwidth: 1114.74 AICc value: 1054.26.
## Fixed bandwidth: 1004.37 AICc value: 1054.22.
## Fixed bandwidth: 978.31 AICc value: 1054.22.
## Fixed bandwidth: 1020.47 AICc value: 1054.22.
## Fixed bandwidth: 994.413 AICc value: 1054.22.
## Fixed bandwidth: 1010.52 AICc value: 1054.22.
## The newly selected bandwidth for variable: X2_sanitasi is 1010.52
## The bandwidth used in the last iteration is: 1004.37 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 59 change of RSS (dCVR) is 0.00953018.
## Iteration 60
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1478.53.
## Fixed bandwidth: 1981.64 AICc value: 1451.14.
## Fixed bandwidth: 1225.12 AICc value: 1400.19.
## Fixed bandwidth: 757.559 AICc value: 1321.99.
## Fixed bandwidth: 468.594 AICc value: 1248.53.
## Fixed bandwidth: 290.003 AICc value: 1204.64.
## Fixed bandwidth: 179.628 AICc value: 1178.17.
## Fixed bandwidth: 111.412 AICc value: 1170.
## Fixed bandwidth: 69.2528 AICc value: 1208.75.
## Fixed bandwidth: 137.468 AICc value: 1170.4.
## Fixed bandwidth: 95.3089 AICc value: 1174.83.
## Fixed bandwidth: 121.365 AICc value: 1169.38.
## Fixed bandwidth: 127.516 AICc value: 1169.54.
## Fixed bandwidth: 117.563 AICc value: 1169.47.
## Fixed bandwidth: 123.714 AICc value: 1169.4.
## Fixed bandwidth: 119.913 AICc value: 1169.4.
## Fixed bandwidth: 122.262 AICc value: 1169.39.
## Fixed bandwidth: 120.81 AICc value: 1169.39.
## Fixed bandwidth: 121.708 AICc value: 1169.38.
## Fixed bandwidth: 121.92 AICc value: 1169.38.
## Fixed bandwidth: 121.577 AICc value: 1169.38.
## The newly selected bandwidth for variable: Intercept is 121.708
## The bandwidth used in the last iteration is: 121.708 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1060.41.
## Fixed bandwidth: 1981.64 AICc value: 1056.49.
## Fixed bandwidth: 1225.12 AICc value: 1054.41.
## Fixed bandwidth: 757.559 AICc value: 1054.54.
## Fixed bandwidth: 1514.08 AICc value: 1055.02.
## Fixed bandwidth: 1046.53 AICc value: 1054.25.
## Fixed bandwidth: 936.15 AICc value: 1054.27.
## Fixed bandwidth: 1114.74 AICc value: 1054.29.
## Fixed bandwidth: 1004.37 AICc value: 1054.25.
## Fixed bandwidth: 978.31 AICc value: 1054.25.
## Fixed bandwidth: 1020.47 AICc value: 1054.25.
## The newly selected bandwidth for variable: X2_sanitasi is 1020.47
## The bandwidth used in the last iteration is: 1010.52 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 60 change of RSS (dCVR) is 0.0127043.
## Iteration 61
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1478.69.
## Fixed bandwidth: 1981.64 AICc value: 1451.29.
## Fixed bandwidth: 1225.12 AICc value: 1400.33.
## Fixed bandwidth: 757.559 AICc value: 1322.12.
## Fixed bandwidth: 468.594 AICc value: 1248.64.
## Fixed bandwidth: 290.003 AICc value: 1204.74.
## Fixed bandwidth: 179.628 AICc value: 1178.27.
## Fixed bandwidth: 111.412 AICc value: 1170.09.
## Fixed bandwidth: 69.2528 AICc value: 1208.8.
## Fixed bandwidth: 137.468 AICc value: 1170.49.
## Fixed bandwidth: 95.3089 AICc value: 1174.91.
## Fixed bandwidth: 121.365 AICc value: 1169.47.
## Fixed bandwidth: 127.516 AICc value: 1169.63.
## Fixed bandwidth: 117.563 AICc value: 1169.56.
## Fixed bandwidth: 123.714 AICc value: 1169.49.
## Fixed bandwidth: 119.913 AICc value: 1169.49.
## Fixed bandwidth: 122.262 AICc value: 1169.47.
## Fixed bandwidth: 120.81 AICc value: 1169.47.
## Fixed bandwidth: 121.708 AICc value: 1169.47.
## Fixed bandwidth: 121.92 AICc value: 1169.47.
## Fixed bandwidth: 121.577 AICc value: 1169.47.
## The newly selected bandwidth for variable: Intercept is 121.708
## The bandwidth used in the last iteration is: 121.708 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1060.28.
## Fixed bandwidth: 1981.64 AICc value: 1056.45.
## Fixed bandwidth: 1225.12 AICc value: 1054.43.
## Fixed bandwidth: 757.559 AICc value: 1054.59.
## Fixed bandwidth: 1514.08 AICc value: 1055.03.
## Fixed bandwidth: 1046.53 AICc value: 1054.29.
## Fixed bandwidth: 936.15 AICc value: 1054.31.
## Fixed bandwidth: 1114.74 AICc value: 1054.32.
## Fixed bandwidth: 1004.37 AICc value: 1054.28.
## Fixed bandwidth: 978.31 AICc value: 1054.29.
## Fixed bandwidth: 1020.47 AICc value: 1054.28.
## Fixed bandwidth: 1030.42 AICc value: 1054.28.
## Fixed bandwidth: 1014.32 AICc value: 1054.28.
## The newly selected bandwidth for variable: X2_sanitasi is 1020.47
## The bandwidth used in the last iteration is: 1020.47 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 61 change of RSS (dCVR) is 0.00873294.
## Iteration 62
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1478.82.
## Fixed bandwidth: 1981.64 AICc value: 1451.41.
## Fixed bandwidth: 1225.12 AICc value: 1400.44.
## Fixed bandwidth: 757.559 AICc value: 1322.21.
## Fixed bandwidth: 468.594 AICc value: 1248.72.
## Fixed bandwidth: 290.003 AICc value: 1204.81.
## Fixed bandwidth: 179.628 AICc value: 1178.33.
## Fixed bandwidth: 111.412 AICc value: 1170.12.
## Fixed bandwidth: 69.2528 AICc value: 1208.81.
## Fixed bandwidth: 137.468 AICc value: 1170.53.
## Fixed bandwidth: 95.3089 AICc value: 1174.94.
## Fixed bandwidth: 121.365 AICc value: 1169.51.
## Fixed bandwidth: 127.516 AICc value: 1169.67.
## Fixed bandwidth: 117.563 AICc value: 1169.6.
## Fixed bandwidth: 123.714 AICc value: 1169.53.
## Fixed bandwidth: 119.913 AICc value: 1169.53.
## Fixed bandwidth: 122.262 AICc value: 1169.52.
## Fixed bandwidth: 120.81 AICc value: 1169.52.
## Fixed bandwidth: 121.708 AICc value: 1169.51.
## Fixed bandwidth: 121.92 AICc value: 1169.51.
## Fixed bandwidth: 121.577 AICc value: 1169.51.
## The newly selected bandwidth for variable: Intercept is 121.577
## The bandwidth used in the last iteration is: 121.708 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1060.
## Fixed bandwidth: 1981.64 AICc value: 1056.24.
## Fixed bandwidth: 1225.12 AICc value: 1054.27.
## Fixed bandwidth: 757.559 AICc value: 1054.44.
## Fixed bandwidth: 1514.08 AICc value: 1054.85.
## Fixed bandwidth: 1046.53 AICc value: 1054.13.
## Fixed bandwidth: 936.15 AICc value: 1054.16.
## Fixed bandwidth: 1114.74 AICc value: 1054.16.
## Fixed bandwidth: 1004.37 AICc value: 1054.13.
## Fixed bandwidth: 978.31 AICc value: 1054.14.
## Fixed bandwidth: 1020.47 AICc value: 1054.13.
## Fixed bandwidth: 1030.42 AICc value: 1054.13.
## Fixed bandwidth: 1014.32 AICc value: 1054.13.
## Fixed bandwidth: 1024.27 AICc value: 1054.13.
## The newly selected bandwidth for variable: X2_sanitasi is 1024.27
## The bandwidth used in the last iteration is: 1020.47 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 62 change of RSS (dCVR) is 0.0158888.
## Iteration 63
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1478.98.
## Fixed bandwidth: 1981.64 AICc value: 1451.57.
## Fixed bandwidth: 1225.12 AICc value: 1400.59.
## Fixed bandwidth: 757.559 AICc value: 1322.35.
## Fixed bandwidth: 468.594 AICc value: 1248.84.
## Fixed bandwidth: 290.003 AICc value: 1204.92.
## Fixed bandwidth: 179.628 AICc value: 1178.41.
## Fixed bandwidth: 111.412 AICc value: 1170.18.
## Fixed bandwidth: 69.2528 AICc value: 1208.83.
## Fixed bandwidth: 137.468 AICc value: 1170.61.
## Fixed bandwidth: 95.3089 AICc value: 1174.98.
## Fixed bandwidth: 121.365 AICc value: 1169.58.
## Fixed bandwidth: 127.516 AICc value: 1169.74.
## Fixed bandwidth: 117.563 AICc value: 1169.66.
## Fixed bandwidth: 123.714 AICc value: 1169.6.
## Fixed bandwidth: 119.913 AICc value: 1169.59.
## Fixed bandwidth: 122.262 AICc value: 1169.58.
## Fixed bandwidth: 120.81 AICc value: 1169.58.
## Fixed bandwidth: 121.708 AICc value: 1169.58.
## The newly selected bandwidth for variable: Intercept is 121.708
## The bandwidth used in the last iteration is: 121.577 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1060.08.
## Fixed bandwidth: 1981.64 AICc value: 1056.4.
## Fixed bandwidth: 1225.12 AICc value: 1054.48.
## Fixed bandwidth: 757.559 AICc value: 1054.66.
## Fixed bandwidth: 1514.08 AICc value: 1055.04.
## Fixed bandwidth: 1046.53 AICc value: 1054.35.
## Fixed bandwidth: 936.15 AICc value: 1054.38.
## Fixed bandwidth: 1114.74 AICc value: 1054.37.
## Fixed bandwidth: 1004.37 AICc value: 1054.35.
## Fixed bandwidth: 1072.58 AICc value: 1054.35.
## Fixed bandwidth: 1030.42 AICc value: 1054.34.
## Fixed bandwidth: 1020.47 AICc value: 1054.35.
## Fixed bandwidth: 1036.57 AICc value: 1054.35.
## Fixed bandwidth: 1026.62 AICc value: 1054.34.
## The newly selected bandwidth for variable: X2_sanitasi is 1026.62
## The bandwidth used in the last iteration is: 1024.27 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 63 change of RSS (dCVR) is 0.0200812.
## Iteration 64
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1479.07.
## Fixed bandwidth: 1981.64 AICc value: 1451.65.
## Fixed bandwidth: 1225.12 AICc value: 1400.66.
## Fixed bandwidth: 757.559 AICc value: 1322.4.
## Fixed bandwidth: 468.594 AICc value: 1248.88.
## Fixed bandwidth: 290.003 AICc value: 1204.95.
## Fixed bandwidth: 179.628 AICc value: 1178.44.
## Fixed bandwidth: 111.412 AICc value: 1170.21.
## Fixed bandwidth: 69.2528 AICc value: 1208.84.
## Fixed bandwidth: 137.468 AICc value: 1170.64.
## Fixed bandwidth: 95.3089 AICc value: 1175.
## Fixed bandwidth: 121.365 AICc value: 1169.61.
## Fixed bandwidth: 127.516 AICc value: 1169.77.
## Fixed bandwidth: 117.563 AICc value: 1169.69.
## Fixed bandwidth: 123.714 AICc value: 1169.63.
## Fixed bandwidth: 119.913 AICc value: 1169.62.
## Fixed bandwidth: 122.262 AICc value: 1169.61.
## Fixed bandwidth: 120.81 AICc value: 1169.61.
## Fixed bandwidth: 121.708 AICc value: 1169.61.
## The newly selected bandwidth for variable: Intercept is 121.708
## The bandwidth used in the last iteration is: 121.708 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1060.
## Fixed bandwidth: 1981.64 AICc value: 1056.38.
## Fixed bandwidth: 1225.12 AICc value: 1054.5.
## Fixed bandwidth: 757.559 AICc value: 1054.69.
## Fixed bandwidth: 1514.08 AICc value: 1055.04.
## Fixed bandwidth: 1046.53 AICc value: 1054.38.
## Fixed bandwidth: 936.15 AICc value: 1054.41.
## Fixed bandwidth: 1114.74 AICc value: 1054.4.
## Fixed bandwidth: 1004.37 AICc value: 1054.38.
## Fixed bandwidth: 1072.58 AICc value: 1054.38.
## Fixed bandwidth: 1030.42 AICc value: 1054.37.
## Fixed bandwidth: 1020.47 AICc value: 1054.38.
## Fixed bandwidth: 1036.57 AICc value: 1054.37.
## The newly selected bandwidth for variable: X2_sanitasi is 1030.42
## The bandwidth used in the last iteration is: 1026.62 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 64 change of RSS (dCVR) is 0.0101429.
## Iteration 65
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1479.17.
## Fixed bandwidth: 1981.64 AICc value: 1451.75.
## Fixed bandwidth: 1225.12 AICc value: 1400.75.
## Fixed bandwidth: 757.559 AICc value: 1322.48.
## Fixed bandwidth: 468.594 AICc value: 1248.95.
## Fixed bandwidth: 290.003 AICc value: 1205.01.
## Fixed bandwidth: 179.628 AICc value: 1178.5.
## Fixed bandwidth: 111.412 AICc value: 1170.25.
## Fixed bandwidth: 69.2528 AICc value: 1208.85.
## Fixed bandwidth: 137.468 AICc value: 1170.68.
## Fixed bandwidth: 95.3089 AICc value: 1175.04.
## Fixed bandwidth: 121.365 AICc value: 1169.65.
## Fixed bandwidth: 127.516 AICc value: 1169.82.
## Fixed bandwidth: 117.563 AICc value: 1169.73.
## Fixed bandwidth: 123.714 AICc value: 1169.67.
## Fixed bandwidth: 119.913 AICc value: 1169.66.
## Fixed bandwidth: 122.262 AICc value: 1169.65.
## Fixed bandwidth: 120.81 AICc value: 1169.65.
## Fixed bandwidth: 121.708 AICc value: 1169.65.
## The newly selected bandwidth for variable: Intercept is 121.365
## The bandwidth used in the last iteration is: 121.708 and the difference in bandwidths is: 0.342783
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1059.42.
## Fixed bandwidth: 1981.64 AICc value: 1055.86.
## Fixed bandwidth: 1225.12 AICc value: 1054.02.
## Fixed bandwidth: 757.559 AICc value: 1054.23.
## Fixed bandwidth: 1514.08 AICc value: 1054.55.
## Fixed bandwidth: 1046.53 AICc value: 1053.9.
## Fixed bandwidth: 936.15 AICc value: 1053.94.
## Fixed bandwidth: 1114.74 AICc value: 1053.92.
## Fixed bandwidth: 1004.37 AICc value: 1053.91.
## Fixed bandwidth: 1072.58 AICc value: 1053.91.
## Fixed bandwidth: 1030.42 AICc value: 1053.9.
## Fixed bandwidth: 1020.47 AICc value: 1053.9.
## Fixed bandwidth: 1036.57 AICc value: 1053.9.
## Fixed bandwidth: 1040.37 AICc value: 1053.9.
## The newly selected bandwidth for variable: X2_sanitasi is 1036.57
## The bandwidth used in the last iteration is: 1030.42 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 65 change of RSS (dCVR) is 0.0283709.
## Iteration 66
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1479.4.
## Fixed bandwidth: 1981.64 AICc value: 1451.97.
## Fixed bandwidth: 1225.12 AICc value: 1400.97.
## Fixed bandwidth: 757.559 AICc value: 1322.69.
## Fixed bandwidth: 468.594 AICc value: 1249.14.
## Fixed bandwidth: 290.003 AICc value: 1205.17.
## Fixed bandwidth: 179.628 AICc value: 1178.62.
## Fixed bandwidth: 111.412 AICc value: 1170.33.
## Fixed bandwidth: 69.2528 AICc value: 1208.87.
## Fixed bandwidth: 137.468 AICc value: 1170.79.
## Fixed bandwidth: 95.3089 AICc value: 1175.1.
## Fixed bandwidth: 121.365 AICc value: 1169.74.
## Fixed bandwidth: 127.516 AICc value: 1169.91.
## Fixed bandwidth: 117.563 AICc value: 1169.82.
## Fixed bandwidth: 123.714 AICc value: 1169.76.
## Fixed bandwidth: 119.913 AICc value: 1169.75.
## Fixed bandwidth: 122.262 AICc value: 1169.74.
## Fixed bandwidth: 120.81 AICc value: 1169.74.
## Fixed bandwidth: 121.708 AICc value: 1169.74.
## Fixed bandwidth: 121.153 AICc value: 1169.74.
## Fixed bandwidth: 121.496 AICc value: 1169.74.
## The newly selected bandwidth for variable: Intercept is 121.365
## The bandwidth used in the last iteration is: 121.365 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1059.32.
## Fixed bandwidth: 1981.64 AICc value: 1055.83.
## Fixed bandwidth: 1225.12 AICc value: 1054.03.
## Fixed bandwidth: 757.559 AICc value: 1054.25.
## Fixed bandwidth: 1514.08 AICc value: 1054.55.
## Fixed bandwidth: 1046.53 AICc value: 1053.92.
## Fixed bandwidth: 936.15 AICc value: 1053.96.
## Fixed bandwidth: 1114.74 AICc value: 1053.94.
## Fixed bandwidth: 1004.37 AICc value: 1053.92.
## Fixed bandwidth: 1072.58 AICc value: 1053.92.
## Fixed bandwidth: 1030.42 AICc value: 1053.92.
## Fixed bandwidth: 1056.48 AICc value: 1053.92.
## Fixed bandwidth: 1040.37 AICc value: 1053.92.
## Fixed bandwidth: 1036.57 AICc value: 1053.92.
## The newly selected bandwidth for variable: X2_sanitasi is 1040.37
## The bandwidth used in the last iteration is: 1036.57 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 66 change of RSS (dCVR) is 0.00570709.
## Iteration 67
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1479.54.
## Fixed bandwidth: 1981.64 AICc value: 1452.11.
## Fixed bandwidth: 1225.12 AICc value: 1401.1.
## Fixed bandwidth: 757.559 AICc value: 1322.8.
## Fixed bandwidth: 468.594 AICc value: 1249.23.
## Fixed bandwidth: 290.003 AICc value: 1205.25.
## Fixed bandwidth: 179.628 AICc value: 1178.69.
## Fixed bandwidth: 111.412 AICc value: 1170.37.
## Fixed bandwidth: 69.2528 AICc value: 1208.89.
## Fixed bandwidth: 137.468 AICc value: 1170.84.
## Fixed bandwidth: 95.3089 AICc value: 1175.13.
## Fixed bandwidth: 121.365 AICc value: 1169.79.
## Fixed bandwidth: 127.516 AICc value: 1169.96.
## Fixed bandwidth: 117.563 AICc value: 1169.87.
## Fixed bandwidth: 123.714 AICc value: 1169.81.
## Fixed bandwidth: 119.913 AICc value: 1169.8.
## Fixed bandwidth: 122.262 AICc value: 1169.79.
## Fixed bandwidth: 120.81 AICc value: 1169.79.
## Fixed bandwidth: 121.708 AICc value: 1169.79.
## Fixed bandwidth: 121.153 AICc value: 1169.79.
## Fixed bandwidth: 121.496 AICc value: 1169.79.
## The newly selected bandwidth for variable: Intercept is 121.365
## The bandwidth used in the last iteration is: 121.365 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1059.24.
## Fixed bandwidth: 1981.64 AICc value: 1055.81.
## Fixed bandwidth: 1225.12 AICc value: 1054.05.
## Fixed bandwidth: 757.559 AICc value: 1054.28.
## Fixed bandwidth: 1514.08 AICc value: 1054.55.
## Fixed bandwidth: 1046.53 AICc value: 1053.94.
## Fixed bandwidth: 936.15 AICc value: 1053.99.
## Fixed bandwidth: 1114.74 AICc value: 1053.96.
## Fixed bandwidth: 1004.37 AICc value: 1053.95.
## Fixed bandwidth: 1072.58 AICc value: 1053.95.
## Fixed bandwidth: 1030.42 AICc value: 1053.94.
## Fixed bandwidth: 1056.48 AICc value: 1053.94.
## Fixed bandwidth: 1040.37 AICc value: 1053.94.
## The newly selected bandwidth for variable: X2_sanitasi is 1046.53
## The bandwidth used in the last iteration is: 1040.37 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 67 change of RSS (dCVR) is 0.00987665.
## Iteration 68
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1479.68.
## Fixed bandwidth: 1981.64 AICc value: 1452.24.
## Fixed bandwidth: 1225.12 AICc value: 1401.21.
## Fixed bandwidth: 757.559 AICc value: 1322.9.
## Fixed bandwidth: 468.594 AICc value: 1249.32.
## Fixed bandwidth: 290.003 AICc value: 1205.33.
## Fixed bandwidth: 179.628 AICc value: 1178.76.
## Fixed bandwidth: 111.412 AICc value: 1170.42.
## Fixed bandwidth: 69.2528 AICc value: 1208.91.
## Fixed bandwidth: 137.468 AICc value: 1170.9.
## Fixed bandwidth: 95.3089 AICc value: 1175.18.
## Fixed bandwidth: 121.365 AICc value: 1169.84.
## Fixed bandwidth: 127.516 AICc value: 1170.02.
## Fixed bandwidth: 117.563 AICc value: 1169.92.
## Fixed bandwidth: 123.714 AICc value: 1169.87.
## Fixed bandwidth: 119.913 AICc value: 1169.85.
## Fixed bandwidth: 122.262 AICc value: 1169.85.
## Fixed bandwidth: 120.81 AICc value: 1169.84.
## Fixed bandwidth: 121.708 AICc value: 1169.84.
## Fixed bandwidth: 121.153 AICc value: 1169.84.
## Fixed bandwidth: 121.496 AICc value: 1169.84.
## Fixed bandwidth: 121.284 AICc value: 1169.84.
## The newly selected bandwidth for variable: Intercept is 121.365
## The bandwidth used in the last iteration is: 121.365 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1059.15.
## Fixed bandwidth: 1981.64 AICc value: 1055.79.
## Fixed bandwidth: 1225.12 AICc value: 1054.07.
## Fixed bandwidth: 757.559 AICc value: 1054.32.
## Fixed bandwidth: 1514.08 AICc value: 1054.56.
## Fixed bandwidth: 1046.53 AICc value: 1053.97.
## Fixed bandwidth: 936.15 AICc value: 1054.02.
## Fixed bandwidth: 1114.74 AICc value: 1053.98.
## Fixed bandwidth: 1004.37 AICc value: 1053.98.
## Fixed bandwidth: 1072.58 AICc value: 1053.97.
## Fixed bandwidth: 1030.42 AICc value: 1053.97.
## Fixed bandwidth: 1056.48 AICc value: 1053.97.
## Fixed bandwidth: 1040.37 AICc value: 1053.97.
## Fixed bandwidth: 1050.33 AICc value: 1053.97.
## The newly selected bandwidth for variable: X2_sanitasi is 1050.33
## The bandwidth used in the last iteration is: 1046.53 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 68 change of RSS (dCVR) is 0.00928735.
## Iteration 69
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1479.79.
## Fixed bandwidth: 1981.64 AICc value: 1452.35.
## Fixed bandwidth: 1225.12 AICc value: 1401.32.
## Fixed bandwidth: 757.559 AICc value: 1322.99.
## Fixed bandwidth: 468.594 AICc value: 1249.4.
## Fixed bandwidth: 290.003 AICc value: 1205.39.
## Fixed bandwidth: 179.628 AICc value: 1178.81.
## Fixed bandwidth: 111.412 AICc value: 1170.47.
## Fixed bandwidth: 69.2528 AICc value: 1208.93.
## Fixed bandwidth: 137.468 AICc value: 1170.95.
## Fixed bandwidth: 95.3089 AICc value: 1175.21.
## Fixed bandwidth: 121.365 AICc value: 1169.89.
## Fixed bandwidth: 127.516 AICc value: 1170.07.
## Fixed bandwidth: 117.563 AICc value: 1169.97.
## Fixed bandwidth: 123.714 AICc value: 1169.92.
## Fixed bandwidth: 119.913 AICc value: 1169.9.
## Fixed bandwidth: 122.262 AICc value: 1169.89.
## Fixed bandwidth: 120.81 AICc value: 1169.89.
## Fixed bandwidth: 121.708 AICc value: 1169.89.
## Fixed bandwidth: 121.153 AICc value: 1169.89.
## Fixed bandwidth: 121.496 AICc value: 1169.89.
## Fixed bandwidth: 121.284 AICc value: 1169.89.
## The newly selected bandwidth for variable: Intercept is 121.284
## The bandwidth used in the last iteration is: 121.365 and the difference in bandwidths is: 0.0809201
## The bandwidth for variable Intercept seems to be converged for 4 times. It will be continually optimized in the next 1 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.96.
## Fixed bandwidth: 1981.64 AICc value: 1055.65.
## Fixed bandwidth: 1225.12 AICc value: 1053.97.
## Fixed bandwidth: 757.559 AICc value: 1054.23.
## Fixed bandwidth: 1514.08 AICc value: 1054.44.
## Fixed bandwidth: 1046.53 AICc value: 1053.88.
## Fixed bandwidth: 936.15 AICc value: 1053.93.
## Fixed bandwidth: 1114.74 AICc value: 1053.89.
## Fixed bandwidth: 1004.37 AICc value: 1053.89.
## Fixed bandwidth: 1072.58 AICc value: 1053.88.
## Fixed bandwidth: 1030.42 AICc value: 1053.88.
## Fixed bandwidth: 1056.48 AICc value: 1053.88.
## Fixed bandwidth: 1062.63 AICc value: 1053.88.
## Fixed bandwidth: 1052.68 AICc value: 1053.88.
## The newly selected bandwidth for variable: X2_sanitasi is 1052.68
## The bandwidth used in the last iteration is: 1050.33 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 69 change of RSS (dCVR) is 0.0120549.
## Iteration 70
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1479.93.
## Fixed bandwidth: 1981.64 AICc value: 1452.48.
## Fixed bandwidth: 1225.12 AICc value: 1401.44.
## Fixed bandwidth: 757.559 AICc value: 1323.1.
## Fixed bandwidth: 468.594 AICc value: 1249.49.
## Fixed bandwidth: 290.003 AICc value: 1205.47.
## Fixed bandwidth: 179.628 AICc value: 1178.88.
## Fixed bandwidth: 111.412 AICc value: 1170.51.
## Fixed bandwidth: 69.2528 AICc value: 1208.94.
## Fixed bandwidth: 137.468 AICc value: 1171.01.
## Fixed bandwidth: 95.3089 AICc value: 1175.24.
## Fixed bandwidth: 121.365 AICc value: 1169.94.
## Fixed bandwidth: 127.516 AICc value: 1170.12.
## Fixed bandwidth: 117.563 AICc value: 1170.01.
## Fixed bandwidth: 123.714 AICc value: 1169.97.
## Fixed bandwidth: 119.913 AICc value: 1169.95.
## Fixed bandwidth: 122.262 AICc value: 1169.94.
## Fixed bandwidth: 120.81 AICc value: 1169.94.
## Fixed bandwidth: 121.708 AICc value: 1169.94.
## Fixed bandwidth: 121.153 AICc value: 1169.94.
## The newly selected bandwidth for variable: Intercept is 121.365
## The bandwidth used in the last iteration is: 121.284 and the difference in bandwidths is: 0.0809201
## The bandwidth for variable Intercept seems to be converged and will be kept the same in the following iterations.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1059.
## Fixed bandwidth: 1981.64 AICc value: 1055.75.
## Fixed bandwidth: 1225.12 AICc value: 1054.1.
## Fixed bandwidth: 757.559 AICc value: 1054.38.
## Fixed bandwidth: 1514.08 AICc value: 1054.57.
## Fixed bandwidth: 1046.53 AICc value: 1054.02.
## Fixed bandwidth: 936.15 AICc value: 1054.07.
## Fixed bandwidth: 1114.74 AICc value: 1054.03.
## Fixed bandwidth: 1004.37 AICc value: 1054.03.
## Fixed bandwidth: 1072.58 AICc value: 1054.02.
## Fixed bandwidth: 1030.42 AICc value: 1054.02.
## Fixed bandwidth: 1056.48 AICc value: 1054.02.
## Fixed bandwidth: 1062.63 AICc value: 1054.02.
## The newly selected bandwidth for variable: X2_sanitasi is 1056.48
## The bandwidth used in the last iteration is: 1052.68 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 70 change of RSS (dCVR) is 0.0168147.
## Iteration 71
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.94.
## Fixed bandwidth: 1981.64 AICc value: 1055.74.
## Fixed bandwidth: 1225.12 AICc value: 1054.12.
## Fixed bandwidth: 757.559 AICc value: 1054.41.
## Fixed bandwidth: 1514.08 AICc value: 1054.58.
## Fixed bandwidth: 1046.53 AICc value: 1054.04.
## Fixed bandwidth: 936.15 AICc value: 1054.1.
## Fixed bandwidth: 1114.74 AICc value: 1054.05.
## Fixed bandwidth: 1004.37 AICc value: 1054.05.
## Fixed bandwidth: 1072.58 AICc value: 1054.04.
## Fixed bandwidth: 1088.68 AICc value: 1054.05.
## Fixed bandwidth: 1062.63 AICc value: 1054.04.
## Fixed bandwidth: 1056.48 AICc value: 1054.04.
## Fixed bandwidth: 1066.43 AICc value: 1054.04.
## The newly selected bandwidth for variable: X2_sanitasi is 1062.63
## The bandwidth used in the last iteration is: 1056.48 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 71 change of RSS (dCVR) is 0.0105623.
## Iteration 72
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.87.
## Fixed bandwidth: 1981.64 AICc value: 1055.72.
## Fixed bandwidth: 1225.12 AICc value: 1054.14.
## Fixed bandwidth: 757.559 AICc value: 1054.44.
## Fixed bandwidth: 1514.08 AICc value: 1054.58.
## Fixed bandwidth: 1046.53 AICc value: 1054.07.
## Fixed bandwidth: 936.15 AICc value: 1054.13.
## Fixed bandwidth: 1114.74 AICc value: 1054.07.
## Fixed bandwidth: 1004.37 AICc value: 1054.08.
## Fixed bandwidth: 1072.58 AICc value: 1054.07.
## Fixed bandwidth: 1088.68 AICc value: 1054.07.
## Fixed bandwidth: 1062.63 AICc value: 1054.07.
## The newly selected bandwidth for variable: X2_sanitasi is 1062.63
## The bandwidth used in the last iteration is: 1062.63 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 72 change of RSS (dCVR) is 0.00716639.
## Iteration 73
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.81.
## Fixed bandwidth: 1981.64 AICc value: 1055.71.
## Fixed bandwidth: 1225.12 AICc value: 1054.16.
## Fixed bandwidth: 757.559 AICc value: 1054.46.
## Fixed bandwidth: 1514.08 AICc value: 1054.59.
## Fixed bandwidth: 1046.53 AICc value: 1054.09.
## Fixed bandwidth: 936.15 AICc value: 1054.15.
## Fixed bandwidth: 1114.74 AICc value: 1054.1.
## Fixed bandwidth: 1004.37 AICc value: 1054.1.
## Fixed bandwidth: 1072.58 AICc value: 1054.09.
## Fixed bandwidth: 1088.68 AICc value: 1054.09.
## Fixed bandwidth: 1062.63 AICc value: 1054.09.
## Fixed bandwidth: 1078.73 AICc value: 1054.09.
## Fixed bandwidth: 1068.78 AICc value: 1054.09.
## The newly selected bandwidth for variable: X2_sanitasi is 1068.78
## The bandwidth used in the last iteration is: 1062.63 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 73 change of RSS (dCVR) is 0.00975226.
## Iteration 74
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.75.
## Fixed bandwidth: 1981.64 AICc value: 1055.7.
## Fixed bandwidth: 1225.12 AICc value: 1054.18.
## Fixed bandwidth: 757.559 AICc value: 1054.49.
## Fixed bandwidth: 1514.08 AICc value: 1054.6.
## Fixed bandwidth: 1046.53 AICc value: 1054.11.
## Fixed bandwidth: 936.15 AICc value: 1054.18.
## Fixed bandwidth: 1114.74 AICc value: 1054.12.
## Fixed bandwidth: 1004.37 AICc value: 1054.13.
## Fixed bandwidth: 1072.58 AICc value: 1054.11.
## Fixed bandwidth: 1088.68 AICc value: 1054.11.
## Fixed bandwidth: 1062.63 AICc value: 1054.11.
## Fixed bandwidth: 1078.73 AICc value: 1054.11.
## The newly selected bandwidth for variable: X2_sanitasi is 1072.58
## The bandwidth used in the last iteration is: 1068.78 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 74 change of RSS (dCVR) is 0.00889185.
## Iteration 75
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.69.
## Fixed bandwidth: 1981.64 AICc value: 1055.68.
## Fixed bandwidth: 1225.12 AICc value: 1054.2.
## Fixed bandwidth: 757.559 AICc value: 1054.52.
## Fixed bandwidth: 1514.08 AICc value: 1054.6.
## Fixed bandwidth: 1046.53 AICc value: 1054.14.
## Fixed bandwidth: 936.15 AICc value: 1054.2.
## Fixed bandwidth: 1114.74 AICc value: 1054.14.
## Fixed bandwidth: 1004.37 AICc value: 1054.15.
## Fixed bandwidth: 1072.58 AICc value: 1054.13.
## Fixed bandwidth: 1088.68 AICc value: 1054.13.
## Fixed bandwidth: 1062.63 AICc value: 1054.13.
## Fixed bandwidth: 1078.73 AICc value: 1054.13.
## Fixed bandwidth: 1082.53 AICc value: 1054.13.
## The newly selected bandwidth for variable: X2_sanitasi is 1078.73
## The bandwidth used in the last iteration is: 1072.58 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 75 change of RSS (dCVR) is 0.00998911.
## Iteration 76
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.62.
## Fixed bandwidth: 1981.64 AICc value: 1055.67.
## Fixed bandwidth: 1225.12 AICc value: 1054.22.
## Fixed bandwidth: 757.559 AICc value: 1054.55.
## Fixed bandwidth: 1514.08 AICc value: 1054.61.
## Fixed bandwidth: 1046.53 AICc value: 1054.16.
## Fixed bandwidth: 936.15 AICc value: 1054.23.
## Fixed bandwidth: 1114.74 AICc value: 1054.16.
## Fixed bandwidth: 1156.9 AICc value: 1054.17.
## Fixed bandwidth: 1088.68 AICc value: 1054.16.
## Fixed bandwidth: 1072.58 AICc value: 1054.16.
## Fixed bandwidth: 1098.64 AICc value: 1054.16.
## Fixed bandwidth: 1082.53 AICc value: 1054.16.
## Fixed bandwidth: 1078.73 AICc value: 1054.16.
## The newly selected bandwidth for variable: X2_sanitasi is 1082.53
## The bandwidth used in the last iteration is: 1078.73 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 76 change of RSS (dCVR) is 0.00910533.
## Iteration 77
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.57.
## Fixed bandwidth: 1981.64 AICc value: 1055.66.
## Fixed bandwidth: 1225.12 AICc value: 1054.24.
## Fixed bandwidth: 757.559 AICc value: 1054.58.
## Fixed bandwidth: 1514.08 AICc value: 1054.62.
## Fixed bandwidth: 1046.53 AICc value: 1054.19.
## Fixed bandwidth: 936.15 AICc value: 1054.26.
## Fixed bandwidth: 1114.74 AICc value: 1054.18.
## Fixed bandwidth: 1156.9 AICc value: 1054.2.
## Fixed bandwidth: 1088.68 AICc value: 1054.18.
## Fixed bandwidth: 1072.58 AICc value: 1054.18.
## Fixed bandwidth: 1098.64 AICc value: 1054.18.
## Fixed bandwidth: 1082.53 AICc value: 1054.18.
## The newly selected bandwidth for variable: X2_sanitasi is 1088.68
## The bandwidth used in the last iteration is: 1082.53 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 77 change of RSS (dCVR) is 0.0100581.
## Iteration 78
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.51.
## Fixed bandwidth: 1981.64 AICc value: 1055.65.
## Fixed bandwidth: 1225.12 AICc value: 1054.26.
## Fixed bandwidth: 757.559 AICc value: 1054.61.
## Fixed bandwidth: 1514.08 AICc value: 1054.63.
## Fixed bandwidth: 1046.53 AICc value: 1054.21.
## Fixed bandwidth: 936.15 AICc value: 1054.29.
## Fixed bandwidth: 1114.74 AICc value: 1054.21.
## Fixed bandwidth: 1156.9 AICc value: 1054.22.
## Fixed bandwidth: 1088.68 AICc value: 1054.21.
## Fixed bandwidth: 1072.58 AICc value: 1054.21.
## Fixed bandwidth: 1098.64 AICc value: 1054.21.
## Fixed bandwidth: 1082.53 AICc value: 1054.21.
## Fixed bandwidth: 1092.49 AICc value: 1054.21.
## The newly selected bandwidth for variable: X2_sanitasi is 1092.49
## The bandwidth used in the last iteration is: 1088.68 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 78 change of RSS (dCVR) is 0.00913396.
## Iteration 79
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.45.
## Fixed bandwidth: 1981.64 AICc value: 1055.64.
## Fixed bandwidth: 1225.12 AICc value: 1054.28.
## Fixed bandwidth: 757.559 AICc value: 1054.64.
## Fixed bandwidth: 1514.08 AICc value: 1054.64.
## Fixed bandwidth: 1046.53 AICc value: 1054.24.
## Fixed bandwidth: 936.15 AICc value: 1054.31.
## Fixed bandwidth: 1114.74 AICc value: 1054.23.
## Fixed bandwidth: 1156.9 AICc value: 1054.24.
## Fixed bandwidth: 1088.68 AICc value: 1054.23.
## Fixed bandwidth: 1072.58 AICc value: 1054.23.
## Fixed bandwidth: 1098.64 AICc value: 1054.23.
## Fixed bandwidth: 1104.79 AICc value: 1054.23.
## Fixed bandwidth: 1094.84 AICc value: 1054.23.
## The newly selected bandwidth for variable: X2_sanitasi is 1094.84
## The bandwidth used in the last iteration is: 1092.49 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 79 change of RSS (dCVR) is 0.00820837.
## Iteration 80
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.4.
## Fixed bandwidth: 1981.64 AICc value: 1055.63.
## Fixed bandwidth: 1225.12 AICc value: 1054.3.
## Fixed bandwidth: 757.559 AICc value: 1054.67.
## Fixed bandwidth: 1514.08 AICc value: 1054.65.
## Fixed bandwidth: 1046.53 AICc value: 1054.26.
## Fixed bandwidth: 936.15 AICc value: 1054.34.
## Fixed bandwidth: 1114.74 AICc value: 1054.25.
## Fixed bandwidth: 1156.9 AICc value: 1054.26.
## Fixed bandwidth: 1088.68 AICc value: 1054.25.
## Fixed bandwidth: 1072.58 AICc value: 1054.26.
## Fixed bandwidth: 1098.64 AICc value: 1054.25.
## Fixed bandwidth: 1104.79 AICc value: 1054.25.
## The newly selected bandwidth for variable: X2_sanitasi is 1098.64
## The bandwidth used in the last iteration is: 1094.84 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 80 change of RSS (dCVR) is 0.0085702.
## Iteration 81
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.35.
## Fixed bandwidth: 1981.64 AICc value: 1055.62.
## Fixed bandwidth: 1225.12 AICc value: 1054.31.
## Fixed bandwidth: 757.559 AICc value: 1054.69.
## Fixed bandwidth: 1514.08 AICc value: 1054.66.
## Fixed bandwidth: 1046.53 AICc value: 1054.28.
## Fixed bandwidth: 936.15 AICc value: 1054.36.
## Fixed bandwidth: 1114.74 AICc value: 1054.27.
## Fixed bandwidth: 1156.9 AICc value: 1054.28.
## Fixed bandwidth: 1088.68 AICc value: 1054.27.
## Fixed bandwidth: 1130.84 AICc value: 1054.28.
## Fixed bandwidth: 1104.79 AICc value: 1054.27.
## Fixed bandwidth: 1098.64 AICc value: 1054.27.
## The newly selected bandwidth for variable: X2_sanitasi is 1104.79
## The bandwidth used in the last iteration is: 1098.64 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 81 change of RSS (dCVR) is 0.00962209.
## Iteration 82
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.3.
## Fixed bandwidth: 1981.64 AICc value: 1055.61.
## Fixed bandwidth: 1225.12 AICc value: 1054.33.
## Fixed bandwidth: 757.559 AICc value: 1054.72.
## Fixed bandwidth: 1514.08 AICc value: 1054.67.
## Fixed bandwidth: 1046.53 AICc value: 1054.31.
## Fixed bandwidth: 936.15 AICc value: 1054.39.
## Fixed bandwidth: 1114.74 AICc value: 1054.3.
## Fixed bandwidth: 1156.9 AICc value: 1054.3.
## Fixed bandwidth: 1088.68 AICc value: 1054.3.
## Fixed bandwidth: 1130.84 AICc value: 1054.3.
## Fixed bandwidth: 1104.79 AICc value: 1054.3.
## Fixed bandwidth: 1098.64 AICc value: 1054.3.
## Fixed bandwidth: 1108.59 AICc value: 1054.3.
## The newly selected bandwidth for variable: X2_sanitasi is 1108.59
## The bandwidth used in the last iteration is: 1104.79 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 82 change of RSS (dCVR) is 0.00880506.
## Iteration 83
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.25.
## Fixed bandwidth: 1981.64 AICc value: 1055.61.
## Fixed bandwidth: 1225.12 AICc value: 1054.35.
## Fixed bandwidth: 757.559 AICc value: 1054.75.
## Fixed bandwidth: 1514.08 AICc value: 1054.68.
## Fixed bandwidth: 1046.53 AICc value: 1054.33.
## Fixed bandwidth: 936.15 AICc value: 1054.41.
## Fixed bandwidth: 1114.74 AICc value: 1054.32.
## Fixed bandwidth: 1156.9 AICc value: 1054.32.
## Fixed bandwidth: 1088.68 AICc value: 1054.32.
## Fixed bandwidth: 1130.84 AICc value: 1054.32.
## Fixed bandwidth: 1104.79 AICc value: 1054.32.
## Fixed bandwidth: 1120.89 AICc value: 1054.32.
## Fixed bandwidth: 1110.94 AICc value: 1054.32.
## The newly selected bandwidth for variable: X2_sanitasi is 1110.94
## The bandwidth used in the last iteration is: 1108.59 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 83 change of RSS (dCVR) is 0.00794514.
## Iteration 84
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.21.
## Fixed bandwidth: 1981.64 AICc value: 1055.6.
## Fixed bandwidth: 1225.12 AICc value: 1054.37.
## Fixed bandwidth: 757.559 AICc value: 1054.77.
## Fixed bandwidth: 1514.08 AICc value: 1054.69.
## Fixed bandwidth: 1046.53 AICc value: 1054.35.
## Fixed bandwidth: 936.15 AICc value: 1054.44.
## Fixed bandwidth: 1114.74 AICc value: 1054.34.
## Fixed bandwidth: 1156.9 AICc value: 1054.34.
## Fixed bandwidth: 1088.68 AICc value: 1054.34.
## Fixed bandwidth: 1130.84 AICc value: 1054.34.
## Fixed bandwidth: 1104.79 AICc value: 1054.34.
## Fixed bandwidth: 1120.89 AICc value: 1054.34.
## The newly selected bandwidth for variable: X2_sanitasi is 1114.74
## The bandwidth used in the last iteration is: 1110.94 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 84 change of RSS (dCVR) is 0.00834952.
## Iteration 85
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.16.
## Fixed bandwidth: 1981.64 AICc value: 1055.59.
## Fixed bandwidth: 1225.12 AICc value: 1054.39.
## Fixed bandwidth: 757.559 AICc value: 1054.8.
## Fixed bandwidth: 1514.08 AICc value: 1054.7.
## Fixed bandwidth: 1046.53 AICc value: 1054.37.
## Fixed bandwidth: 936.15 AICc value: 1054.46.
## Fixed bandwidth: 1114.74 AICc value: 1054.36.
## Fixed bandwidth: 1156.9 AICc value: 1054.36.
## Fixed bandwidth: 1088.68 AICc value: 1054.36.
## Fixed bandwidth: 1130.84 AICc value: 1054.36.
## Fixed bandwidth: 1104.79 AICc value: 1054.36.
## Fixed bandwidth: 1120.89 AICc value: 1054.36.
## The newly selected bandwidth for variable: X2_sanitasi is 1120.89
## The bandwidth used in the last iteration is: 1114.74 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 85 change of RSS (dCVR) is 0.00942089.
## Iteration 86
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.12.
## Fixed bandwidth: 1981.64 AICc value: 1055.59.
## Fixed bandwidth: 1225.12 AICc value: 1054.41.
## Fixed bandwidth: 757.559 AICc value: 1054.82.
## Fixed bandwidth: 1514.08 AICc value: 1054.71.
## Fixed bandwidth: 1046.53 AICc value: 1054.4.
## Fixed bandwidth: 936.15 AICc value: 1054.48.
## Fixed bandwidth: 1114.74 AICc value: 1054.38.
## Fixed bandwidth: 1156.9 AICc value: 1054.38.
## Fixed bandwidth: 1088.68 AICc value: 1054.38.
## Fixed bandwidth: 1130.84 AICc value: 1054.38.
## The newly selected bandwidth for variable: X2_sanitasi is 1130.84
## The bandwidth used in the last iteration is: 1120.89 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 86 change of RSS (dCVR) is 0.0112025.
## Iteration 87
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.06.
## Fixed bandwidth: 1981.64 AICc value: 1055.58.
## Fixed bandwidth: 1225.12 AICc value: 1054.43.
## Fixed bandwidth: 757.559 AICc value: 1054.86.
## Fixed bandwidth: 1514.08 AICc value: 1054.72.
## Fixed bandwidth: 1046.53 AICc value: 1054.42.
## Fixed bandwidth: 936.15 AICc value: 1054.51.
## Fixed bandwidth: 1114.74 AICc value: 1054.4.
## Fixed bandwidth: 1156.9 AICc value: 1054.41.
## Fixed bandwidth: 1088.68 AICc value: 1054.41.
## Fixed bandwidth: 1130.84 AICc value: 1054.4.
## Fixed bandwidth: 1140.8 AICc value: 1054.4.
## Fixed bandwidth: 1124.69 AICc value: 1054.4.
## The newly selected bandwidth for variable: X2_sanitasi is 1130.84
## The bandwidth used in the last iteration is: 1130.84 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 87 change of RSS (dCVR) is 0.00747233.
## Iteration 88
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.02.
## Fixed bandwidth: 1981.64 AICc value: 1055.58.
## Fixed bandwidth: 1225.12 AICc value: 1054.45.
## Fixed bandwidth: 757.559 AICc value: 1054.89.
## Fixed bandwidth: 1514.08 AICc value: 1054.73.
## Fixed bandwidth: 1046.53 AICc value: 1054.45.
## Fixed bandwidth: 936.15 AICc value: 1054.54.
## Fixed bandwidth: 1114.74 AICc value: 1054.43.
## Fixed bandwidth: 1156.9 AICc value: 1054.43.
## Fixed bandwidth: 1088.68 AICc value: 1054.43.
## Fixed bandwidth: 1130.84 AICc value: 1054.43.
## Fixed bandwidth: 1140.8 AICc value: 1054.43.
## Fixed bandwidth: 1124.69 AICc value: 1054.43.
## Fixed bandwidth: 1134.65 AICc value: 1054.43.
## The newly selected bandwidth for variable: X2_sanitasi is 1134.65
## The bandwidth used in the last iteration is: 1130.84 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 88 change of RSS (dCVR) is 0.0085093.
## Iteration 89
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.98.
## Fixed bandwidth: 1981.64 AICc value: 1055.57.
## Fixed bandwidth: 1225.12 AICc value: 1054.47.
## Fixed bandwidth: 757.559 AICc value: 1054.91.
## Fixed bandwidth: 1514.08 AICc value: 1054.74.
## Fixed bandwidth: 1046.53 AICc value: 1054.47.
## Fixed bandwidth: 1335.49 AICc value: 1054.54.
## Fixed bandwidth: 1156.9 AICc value: 1054.45.
## Fixed bandwidth: 1114.74 AICc value: 1054.45.
## Fixed bandwidth: 1182.96 AICc value: 1054.45.
## Fixed bandwidth: 1140.8 AICc value: 1054.45.
## Fixed bandwidth: 1130.84 AICc value: 1054.45.
## The newly selected bandwidth for variable: X2_sanitasi is 1140.8
## The bandwidth used in the last iteration is: 1134.65 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 89 change of RSS (dCVR) is 0.00938783.
## Iteration 90
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.94.
## Fixed bandwidth: 1981.64 AICc value: 1055.57.
## Fixed bandwidth: 1225.12 AICc value: 1054.49.
## Fixed bandwidth: 757.559 AICc value: 1054.94.
## Fixed bandwidth: 1514.08 AICc value: 1054.75.
## Fixed bandwidth: 1046.53 AICc value: 1054.49.
## Fixed bandwidth: 1335.49 AICc value: 1054.56.
## Fixed bandwidth: 1156.9 AICc value: 1054.47.
## Fixed bandwidth: 1114.74 AICc value: 1054.47.
## Fixed bandwidth: 1182.96 AICc value: 1054.47.
## Fixed bandwidth: 1140.8 AICc value: 1054.47.
## Fixed bandwidth: 1130.84 AICc value: 1054.47.
## Fixed bandwidth: 1146.95 AICc value: 1054.47.
## The newly selected bandwidth for variable: X2_sanitasi is 1140.8
## The bandwidth used in the last iteration is: 1140.8 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 90 change of RSS (dCVR) is 0.00654853.
## Iteration 91
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.91.
## Fixed bandwidth: 1981.64 AICc value: 1055.57.
## Fixed bandwidth: 1225.12 AICc value: 1054.5.
## Fixed bandwidth: 757.559 AICc value: 1054.96.
## Fixed bandwidth: 1514.08 AICc value: 1054.77.
## Fixed bandwidth: 1046.53 AICc value: 1054.52.
## Fixed bandwidth: 1335.49 AICc value: 1054.57.
## Fixed bandwidth: 1156.9 AICc value: 1054.49.
## Fixed bandwidth: 1114.74 AICc value: 1054.49.
## Fixed bandwidth: 1182.96 AICc value: 1054.49.
## Fixed bandwidth: 1140.8 AICc value: 1054.49.
## Fixed bandwidth: 1130.84 AICc value: 1054.49.
## Fixed bandwidth: 1146.95 AICc value: 1054.49.
## The newly selected bandwidth for variable: X2_sanitasi is 1146.95
## The bandwidth used in the last iteration is: 1140.8 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 91 change of RSS (dCVR) is 0.00902745.
## Iteration 92
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.87.
## Fixed bandwidth: 1981.64 AICc value: 1055.56.
## Fixed bandwidth: 1225.12 AICc value: 1054.52.
## Fixed bandwidth: 757.559 AICc value: 1054.99.
## Fixed bandwidth: 1514.08 AICc value: 1054.77.
## Fixed bandwidth: 1046.53 AICc value: 1054.54.
## Fixed bandwidth: 1335.49 AICc value: 1054.58.
## Fixed bandwidth: 1156.9 AICc value: 1054.51.
## Fixed bandwidth: 1114.74 AICc value: 1054.51.
## Fixed bandwidth: 1182.96 AICc value: 1054.51.
## Fixed bandwidth: 1140.8 AICc value: 1054.51.
## The newly selected bandwidth for variable: X2_sanitasi is 1156.9
## The bandwidth used in the last iteration is: 1146.95 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 92 change of RSS (dCVR) is 0.010803.
## Iteration 93
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.82.
## Fixed bandwidth: 1981.64 AICc value: 1055.55.
## Fixed bandwidth: 1225.12 AICc value: 1054.54.
## Fixed bandwidth: 757.559 AICc value: 1055.02.
## Fixed bandwidth: 1514.08 AICc value: 1054.79.
## Fixed bandwidth: 1046.53 AICc value: 1054.56.
## Fixed bandwidth: 1335.49 AICc value: 1054.6.
## Fixed bandwidth: 1156.9 AICc value: 1054.53.
## Fixed bandwidth: 1114.74 AICc value: 1054.53.
## Fixed bandwidth: 1182.96 AICc value: 1054.53.
## Fixed bandwidth: 1140.8 AICc value: 1054.53.
## Fixed bandwidth: 1166.85 AICc value: 1054.53.
## Fixed bandwidth: 1150.75 AICc value: 1054.53.
## The newly selected bandwidth for variable: X2_sanitasi is 1156.9
## The bandwidth used in the last iteration is: 1156.9 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 93 change of RSS (dCVR) is 0.00717138.
## Iteration 94
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.79.
## Fixed bandwidth: 1981.64 AICc value: 1055.55.
## Fixed bandwidth: 1225.12 AICc value: 1054.56.
## Fixed bandwidth: 757.559 AICc value: 1055.04.
## Fixed bandwidth: 1514.08 AICc value: 1054.8.
## Fixed bandwidth: 1046.53 AICc value: 1054.59.
## Fixed bandwidth: 1335.49 AICc value: 1054.62.
## Fixed bandwidth: 1156.9 AICc value: 1054.55.
## Fixed bandwidth: 1114.74 AICc value: 1054.56.
## Fixed bandwidth: 1182.96 AICc value: 1054.55.
## Fixed bandwidth: 1140.8 AICc value: 1054.55.
## Fixed bandwidth: 1166.85 AICc value: 1054.55.
## Fixed bandwidth: 1150.75 AICc value: 1054.55.
## Fixed bandwidth: 1160.7 AICc value: 1054.55.
## The newly selected bandwidth for variable: X2_sanitasi is 1156.9
## The bandwidth used in the last iteration is: 1156.9 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 94 change of RSS (dCVR) is 0.0061671.
## Iteration 95
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.76.
## Fixed bandwidth: 1981.64 AICc value: 1055.55.
## Fixed bandwidth: 1225.12 AICc value: 1054.58.
## Fixed bandwidth: 757.559 AICc value: 1055.06.
## Fixed bandwidth: 1514.08 AICc value: 1054.81.
## Fixed bandwidth: 1046.53 AICc value: 1054.6.
## Fixed bandwidth: 1335.49 AICc value: 1054.64.
## Fixed bandwidth: 1156.9 AICc value: 1054.57.
## Fixed bandwidth: 1114.74 AICc value: 1054.58.
## Fixed bandwidth: 1182.96 AICc value: 1054.57.
## Fixed bandwidth: 1140.8 AICc value: 1054.57.
## Fixed bandwidth: 1166.85 AICc value: 1054.57.
## The newly selected bandwidth for variable: X2_sanitasi is 1156.9
## The bandwidth used in the last iteration is: 1156.9 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Iteration 95 change of RSS (dCVR) is 0.005178.
## Iteration 96
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.74.
## Fixed bandwidth: 1981.64 AICc value: 1055.55.
## Fixed bandwidth: 1225.12 AICc value: 1054.59.
## Fixed bandwidth: 757.559 AICc value: 1055.08.
## Fixed bandwidth: 1514.08 AICc value: 1054.82.
## Fixed bandwidth: 1046.53 AICc value: 1054.62.
## Fixed bandwidth: 1335.49 AICc value: 1054.65.
## Fixed bandwidth: 1156.9 AICc value: 1054.58.
## Fixed bandwidth: 1114.74 AICc value: 1054.59.
## Fixed bandwidth: 1182.96 AICc value: 1054.58.
## Fixed bandwidth: 1140.8 AICc value: 1054.58.
## Fixed bandwidth: 1166.85 AICc value: 1054.58.
## Fixed bandwidth: 1173 AICc value: 1054.58.
## Fixed bandwidth: 1163.05 AICc value: 1054.58.
## The newly selected bandwidth for variable: X2_sanitasi is 1163.05
## The bandwidth used in the last iteration is: 1156.9 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 96 change of RSS (dCVR) is 0.00824819.
## Iteration 97
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.71.
## Fixed bandwidth: 1981.64 AICc value: 1055.55.
## Fixed bandwidth: 1225.12 AICc value: 1054.6.
## Fixed bandwidth: 757.559 AICc value: 1055.1.
## Fixed bandwidth: 1514.08 AICc value: 1054.82.
## Fixed bandwidth: 1046.53 AICc value: 1054.63.
## Fixed bandwidth: 1335.49 AICc value: 1054.66.
## Fixed bandwidth: 1156.9 AICc value: 1054.6.
## Fixed bandwidth: 1114.74 AICc value: 1054.6.
## Fixed bandwidth: 1182.96 AICc value: 1054.6.
## Fixed bandwidth: 1140.8 AICc value: 1054.6.
## Fixed bandwidth: 1166.85 AICc value: 1054.6.
## Fixed bandwidth: 1173 AICc value: 1054.6.
## The newly selected bandwidth for variable: X2_sanitasi is 1166.85
## The bandwidth used in the last iteration is: 1163.05 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 97 change of RSS (dCVR) is 0.00767536.
## Iteration 98
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.68.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.62.
## Fixed bandwidth: 757.559 AICc value: 1055.12.
## Fixed bandwidth: 1514.08 AICc value: 1054.83.
## Fixed bandwidth: 1046.53 AICc value: 1054.65.
## Fixed bandwidth: 1335.49 AICc value: 1054.67.
## Fixed bandwidth: 1156.9 AICc value: 1054.61.
## Fixed bandwidth: 1114.74 AICc value: 1054.62.
## Fixed bandwidth: 1182.96 AICc value: 1054.61.
## Fixed bandwidth: 1199.06 AICc value: 1054.61.
## Fixed bandwidth: 1173 AICc value: 1054.61.
## Fixed bandwidth: 1166.85 AICc value: 1054.61.
## The newly selected bandwidth for variable: X2_sanitasi is 1173
## The bandwidth used in the last iteration is: 1166.85 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 98 change of RSS (dCVR) is 0.00887696.
## Iteration 99
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.64.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.64.
## Fixed bandwidth: 757.559 AICc value: 1055.14.
## Fixed bandwidth: 1514.08 AICc value: 1054.84.
## Fixed bandwidth: 1046.53 AICc value: 1054.67.
## Fixed bandwidth: 1335.49 AICc value: 1054.68.
## Fixed bandwidth: 1156.9 AICc value: 1054.63.
## Fixed bandwidth: 1114.74 AICc value: 1054.64.
## Fixed bandwidth: 1182.96 AICc value: 1054.63.
## Fixed bandwidth: 1199.06 AICc value: 1054.63.
## Fixed bandwidth: 1173 AICc value: 1054.63.
## Fixed bandwidth: 1166.85 AICc value: 1054.63.
## Fixed bandwidth: 1176.81 AICc value: 1054.63.
## The newly selected bandwidth for variable: X2_sanitasi is 1176.81
## The bandwidth used in the last iteration is: 1173 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 99 change of RSS (dCVR) is 0.00812272.
## Iteration 100
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.61.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.65.
## Fixed bandwidth: 757.559 AICc value: 1055.16.
## Fixed bandwidth: 1514.08 AICc value: 1054.85.
## Fixed bandwidth: 1046.53 AICc value: 1054.69.
## Fixed bandwidth: 1335.49 AICc value: 1054.7.
## Fixed bandwidth: 1156.9 AICc value: 1054.65.
## Fixed bandwidth: 1114.74 AICc value: 1054.66.
## Fixed bandwidth: 1182.96 AICc value: 1054.65.
## Fixed bandwidth: 1199.06 AICc value: 1054.65.
## Fixed bandwidth: 1173 AICc value: 1054.65.
## The newly selected bandwidth for variable: X2_sanitasi is 1182.96
## The bandwidth used in the last iteration is: 1176.81 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 100 change of RSS (dCVR) is 0.00906978.
## Iteration 101
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.58.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.67.
## Fixed bandwidth: 757.559 AICc value: 1055.19.
## Fixed bandwidth: 1514.08 AICc value: 1054.87.
## Fixed bandwidth: 1046.53 AICc value: 1054.71.
## Fixed bandwidth: 1335.49 AICc value: 1054.71.
## Fixed bandwidth: 1156.9 AICc value: 1054.67.
## Fixed bandwidth: 1114.74 AICc value: 1054.68.
## Fixed bandwidth: 1182.96 AICc value: 1054.67.
## Fixed bandwidth: 1199.06 AICc value: 1054.67.
## Fixed bandwidth: 1173 AICc value: 1054.67.
## Fixed bandwidth: 1189.11 AICc value: 1054.67.
## The newly selected bandwidth for variable: X2_sanitasi is 1182.96
## The bandwidth used in the last iteration is: 1182.96 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 101 change of RSS (dCVR) is 0.00626838.
## Iteration 102
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.56.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.69.
## Fixed bandwidth: 757.559 AICc value: 1055.21.
## Fixed bandwidth: 1514.08 AICc value: 1054.88.
## Fixed bandwidth: 1046.53 AICc value: 1054.73.
## Fixed bandwidth: 1335.49 AICc value: 1054.73.
## Fixed bandwidth: 1156.9 AICc value: 1054.69.
## Fixed bandwidth: 1114.74 AICc value: 1054.7.
## Fixed bandwidth: 1182.96 AICc value: 1054.69.
## Fixed bandwidth: 1199.06 AICc value: 1054.69.
## Fixed bandwidth: 1173 AICc value: 1054.69.
## Fixed bandwidth: 1189.11 AICc value: 1054.69.
## The newly selected bandwidth for variable: X2_sanitasi is 1189.11
## The bandwidth used in the last iteration is: 1182.96 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 102 change of RSS (dCVR) is 0.00864536.
## Iteration 103
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.53.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.7.
## Fixed bandwidth: 757.559 AICc value: 1055.23.
## Fixed bandwidth: 1514.08 AICc value: 1054.89.
## Fixed bandwidth: 1046.53 AICc value: 1054.75.
## Fixed bandwidth: 1335.49 AICc value: 1054.74.
## Fixed bandwidth: 1156.9 AICc value: 1054.7.
## Fixed bandwidth: 1267.28 AICc value: 1054.71.
## Fixed bandwidth: 1199.06 AICc value: 1054.7.
## Fixed bandwidth: 1182.96 AICc value: 1054.7.
## The newly selected bandwidth for variable: X2_sanitasi is 1199.06
## The bandwidth used in the last iteration is: 1189.11 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 103 change of RSS (dCVR) is 0.010364.
## Iteration 104
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.49.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.72.
## Fixed bandwidth: 757.559 AICc value: 1055.26.
## Fixed bandwidth: 1514.08 AICc value: 1054.9.
## Fixed bandwidth: 1046.53 AICc value: 1054.77.
## Fixed bandwidth: 1335.49 AICc value: 1054.76.
## Fixed bandwidth: 1156.9 AICc value: 1054.73.
## Fixed bandwidth: 1267.28 AICc value: 1054.73.
## Fixed bandwidth: 1199.06 AICc value: 1054.72.
## Fixed bandwidth: 1182.96 AICc value: 1054.72.
## Fixed bandwidth: 1209.01 AICc value: 1054.72.
## Fixed bandwidth: 1192.91 AICc value: 1054.72.
## The newly selected bandwidth for variable: X2_sanitasi is 1199.06
## The bandwidth used in the last iteration is: 1199.06 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 104 change of RSS (dCVR) is 0.00683112.
## Iteration 105
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.47.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.74.
## Fixed bandwidth: 757.559 AICc value: 1055.28.
## Fixed bandwidth: 1514.08 AICc value: 1054.91.
## Fixed bandwidth: 1046.53 AICc value: 1054.8.
## Fixed bandwidth: 1335.49 AICc value: 1054.78.
## Fixed bandwidth: 1156.9 AICc value: 1054.75.
## Fixed bandwidth: 1267.28 AICc value: 1054.75.
## Fixed bandwidth: 1199.06 AICc value: 1054.74.
## Fixed bandwidth: 1182.96 AICc value: 1054.74.
## Fixed bandwidth: 1209.01 AICc value: 1054.74.
## Fixed bandwidth: 1192.91 AICc value: 1054.74.
## Fixed bandwidth: 1202.86 AICc value: 1054.74.
## The newly selected bandwidth for variable: X2_sanitasi is 1199.06
## The bandwidth used in the last iteration is: 1199.06 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 105 change of RSS (dCVR) is 0.0058398.
## Iteration 106
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.45.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.76.
## Fixed bandwidth: 757.559 AICc value: 1055.3.
## Fixed bandwidth: 1514.08 AICc value: 1054.92.
## Fixed bandwidth: 1046.53 AICc value: 1054.81.
## Fixed bandwidth: 1335.49 AICc value: 1054.79.
## Fixed bandwidth: 1156.9 AICc value: 1054.76.
## Fixed bandwidth: 1267.28 AICc value: 1054.77.
## Fixed bandwidth: 1199.06 AICc value: 1054.76.
## Fixed bandwidth: 1182.96 AICc value: 1054.76.
## Fixed bandwidth: 1209.01 AICc value: 1054.76.
## The newly selected bandwidth for variable: X2_sanitasi is 1199.06
## The bandwidth used in the last iteration is: 1199.06 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Iteration 106 change of RSS (dCVR) is 0.0048683.
## Iteration 107
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.43.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.77.
## Fixed bandwidth: 757.559 AICc value: 1055.32.
## Fixed bandwidth: 1514.08 AICc value: 1054.93.
## Fixed bandwidth: 1046.53 AICc value: 1054.83.
## Fixed bandwidth: 1335.49 AICc value: 1054.8.
## Fixed bandwidth: 1156.9 AICc value: 1054.77.
## Fixed bandwidth: 1267.28 AICc value: 1054.78.
## Fixed bandwidth: 1199.06 AICc value: 1054.77.
## Fixed bandwidth: 1182.96 AICc value: 1054.77.
## Fixed bandwidth: 1209.01 AICc value: 1054.77.
## The newly selected bandwidth for variable: X2_sanitasi is 1209.01
## The bandwidth used in the last iteration is: 1199.06 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 107 change of RSS (dCVR) is 0.00946935.
## Iteration 108
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.4.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.78.
## Fixed bandwidth: 757.559 AICc value: 1055.34.
## Fixed bandwidth: 1514.08 AICc value: 1054.94.
## Fixed bandwidth: 1046.53 AICc value: 1054.84.
## Fixed bandwidth: 1335.49 AICc value: 1054.81.
## Fixed bandwidth: 1156.9 AICc value: 1054.79.
## Fixed bandwidth: 1267.28 AICc value: 1054.79.
## Fixed bandwidth: 1199.06 AICc value: 1054.78.
## Fixed bandwidth: 1182.96 AICc value: 1054.78.
## Fixed bandwidth: 1209.01 AICc value: 1054.78.
## Fixed bandwidth: 1215.16 AICc value: 1054.78.
## The newly selected bandwidth for variable: X2_sanitasi is 1209.01
## The bandwidth used in the last iteration is: 1209.01 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 108 change of RSS (dCVR) is 0.00586549.
## Iteration 109
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.38.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.8.
## Fixed bandwidth: 757.559 AICc value: 1055.36.
## Fixed bandwidth: 1514.08 AICc value: 1054.95.
## Fixed bandwidth: 1046.53 AICc value: 1054.86.
## Fixed bandwidth: 1335.49 AICc value: 1054.83.
## Fixed bandwidth: 1156.9 AICc value: 1054.81.
## Fixed bandwidth: 1267.28 AICc value: 1054.8.
## Fixed bandwidth: 1199.06 AICc value: 1054.8.
## Fixed bandwidth: 1241.22 AICc value: 1054.8.
## Fixed bandwidth: 1215.16 AICc value: 1054.8.
## Fixed bandwidth: 1209.01 AICc value: 1054.8.
## The newly selected bandwidth for variable: X2_sanitasi is 1215.16
## The bandwidth used in the last iteration is: 1209.01 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 109 change of RSS (dCVR) is 0.00839206.
## Iteration 110
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.36.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.81.
## Fixed bandwidth: 757.559 AICc value: 1055.38.
## Fixed bandwidth: 1514.08 AICc value: 1054.96.
## Fixed bandwidth: 1046.53 AICc value: 1054.88.
## Fixed bandwidth: 1335.49 AICc value: 1054.84.
## Fixed bandwidth: 1156.9 AICc value: 1054.82.
## Fixed bandwidth: 1267.28 AICc value: 1054.82.
## Fixed bandwidth: 1199.06 AICc value: 1054.81.
## Fixed bandwidth: 1241.22 AICc value: 1054.81.
## Fixed bandwidth: 1215.16 AICc value: 1054.81.
## The newly selected bandwidth for variable: X2_sanitasi is 1215.16
## The bandwidth used in the last iteration is: 1215.16 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 110 change of RSS (dCVR) is 0.00559574.
## Iteration 111
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.34.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.83.
## Fixed bandwidth: 757.559 AICc value: 1055.39.
## Fixed bandwidth: 1514.08 AICc value: 1054.97.
## Fixed bandwidth: 1046.53 AICc value: 1054.89.
## Fixed bandwidth: 1335.49 AICc value: 1054.85.
## Fixed bandwidth: 1156.9 AICc value: 1054.84.
## Fixed bandwidth: 1267.28 AICc value: 1054.83.
## Fixed bandwidth: 1199.06 AICc value: 1054.83.
## Fixed bandwidth: 1241.22 AICc value: 1054.83.
## Fixed bandwidth: 1215.16 AICc value: 1054.83.
## The newly selected bandwidth for variable: X2_sanitasi is 1225.12
## The bandwidth used in the last iteration is: 1215.16 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 111 change of RSS (dCVR) is 0.009678.
## Iteration 112
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.31.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.84.
## Fixed bandwidth: 757.559 AICc value: 1055.41.
## Fixed bandwidth: 1514.08 AICc value: 1054.98.
## Fixed bandwidth: 1046.53 AICc value: 1054.91.
## Fixed bandwidth: 1335.49 AICc value: 1054.86.
## Fixed bandwidth: 1156.9 AICc value: 1054.85.
## Fixed bandwidth: 1267.28 AICc value: 1054.85.
## Fixed bandwidth: 1199.06 AICc value: 1054.84.
## Fixed bandwidth: 1241.22 AICc value: 1054.84.
## Fixed bandwidth: 1215.16 AICc value: 1054.84.
## Fixed bandwidth: 1231.27 AICc value: 1054.84.
## The newly selected bandwidth for variable: X2_sanitasi is 1225.12
## The bandwidth used in the last iteration is: 1225.12 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 112 change of RSS (dCVR) is 0.00608584.
## Iteration 113
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.29.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.86.
## Fixed bandwidth: 757.559 AICc value: 1055.43.
## Fixed bandwidth: 1514.08 AICc value: 1054.99.
## Fixed bandwidth: 1046.53 AICc value: 1054.93.
## Fixed bandwidth: 1335.49 AICc value: 1054.88.
## Fixed bandwidth: 1156.9 AICc value: 1054.87.
## Fixed bandwidth: 1267.28 AICc value: 1054.86.
## Fixed bandwidth: 1199.06 AICc value: 1054.86.
## Fixed bandwidth: 1241.22 AICc value: 1054.86.
## Fixed bandwidth: 1215.16 AICc value: 1054.86.
## Fixed bandwidth: 1231.27 AICc value: 1054.86.
## The newly selected bandwidth for variable: X2_sanitasi is 1231.27
## The bandwidth used in the last iteration is: 1225.12 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 113 change of RSS (dCVR) is 0.00840147.
## Iteration 114
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.27.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.88.
## Fixed bandwidth: 757.559 AICc value: 1055.45.
## Fixed bandwidth: 1514.08 AICc value: 1055.
## Fixed bandwidth: 1046.53 AICc value: 1054.95.
## Fixed bandwidth: 1335.49 AICc value: 1054.89.
## Fixed bandwidth: 1156.9 AICc value: 1054.89.
## Fixed bandwidth: 1267.28 AICc value: 1054.88.
## Fixed bandwidth: 1199.06 AICc value: 1054.88.
## Fixed bandwidth: 1241.22 AICc value: 1054.87.
## The newly selected bandwidth for variable: X2_sanitasi is 1241.22
## The bandwidth used in the last iteration is: 1231.27 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 114 change of RSS (dCVR) is 0.0100165.
## Iteration 115
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.24.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.89.
## Fixed bandwidth: 757.559 AICc value: 1055.48.
## Fixed bandwidth: 1514.08 AICc value: 1055.01.
## Fixed bandwidth: 1046.53 AICc value: 1054.97.
## Fixed bandwidth: 1335.49 AICc value: 1054.91.
## Fixed bandwidth: 1156.9 AICc value: 1054.91.
## Fixed bandwidth: 1267.28 AICc value: 1054.9.
## Fixed bandwidth: 1199.06 AICc value: 1054.9.
## Fixed bandwidth: 1241.22 AICc value: 1054.89.
## Fixed bandwidth: 1251.17 AICc value: 1054.89.
## Fixed bandwidth: 1235.07 AICc value: 1054.89.
## The newly selected bandwidth for variable: X2_sanitasi is 1241.22
## The bandwidth used in the last iteration is: 1241.22 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 115 change of RSS (dCVR) is 0.00657876.
## Iteration 116
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.22.
## Fixed bandwidth: 1981.64 AICc value: 1055.55.
## Fixed bandwidth: 1225.12 AICc value: 1054.91.
## Fixed bandwidth: 757.559 AICc value: 1055.5.
## Fixed bandwidth: 1514.08 AICc value: 1055.03.
## Fixed bandwidth: 1046.53 AICc value: 1054.99.
## Fixed bandwidth: 1335.49 AICc value: 1054.93.
## Fixed bandwidth: 1156.9 AICc value: 1054.93.
## Fixed bandwidth: 1267.28 AICc value: 1054.91.
## Fixed bandwidth: 1199.06 AICc value: 1054.92.
## Fixed bandwidth: 1241.22 AICc value: 1054.91.
## Fixed bandwidth: 1251.17 AICc value: 1054.91.
## Fixed bandwidth: 1235.07 AICc value: 1054.91.
## Fixed bandwidth: 1245.02 AICc value: 1054.91.
## The newly selected bandwidth for variable: X2_sanitasi is 1241.22
## The bandwidth used in the last iteration is: 1241.22 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 116 change of RSS (dCVR) is 0.00559265.
## Iteration 117
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.21.
## Fixed bandwidth: 1981.64 AICc value: 1055.55.
## Fixed bandwidth: 1225.12 AICc value: 1054.93.
## Fixed bandwidth: 757.559 AICc value: 1055.52.
## Fixed bandwidth: 1514.08 AICc value: 1055.04.
## Fixed bandwidth: 1046.53 AICc value: 1055.01.
## Fixed bandwidth: 1335.49 AICc value: 1054.94.
## Fixed bandwidth: 1156.9 AICc value: 1054.94.
## Fixed bandwidth: 1267.28 AICc value: 1054.93.
## The newly selected bandwidth for variable: X2_sanitasi is 1267.28
## The bandwidth used in the last iteration is: 1241.22 and the difference in bandwidths is: 26.056
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 117 change of RSS (dCVR) is 0.0140268.
## Iteration 118
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.16.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.95.
## Fixed bandwidth: 757.559 AICc value: 1055.55.
## Fixed bandwidth: 1514.08 AICc value: 1055.05.
## Fixed bandwidth: 1046.53 AICc value: 1055.04.
## Fixed bandwidth: 1335.49 AICc value: 1054.96.
## Fixed bandwidth: 1156.9 AICc value: 1054.97.
## Fixed bandwidth: 1267.28 AICc value: 1054.95.
## Fixed bandwidth: 1293.33 AICc value: 1054.95.
## Fixed bandwidth: 1251.17 AICc value: 1054.95.
## Fixed bandwidth: 1241.22 AICc value: 1054.95.
## Fixed bandwidth: 1257.32 AICc value: 1054.95.
## The newly selected bandwidth for variable: X2_sanitasi is 1257.32
## The bandwidth used in the last iteration is: 1267.28 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 118 change of RSS (dCVR) is 0.000718092.
## Iteration 119
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.15.
## Fixed bandwidth: 1981.64 AICc value: 1055.56.
## Fixed bandwidth: 1225.12 AICc value: 1054.98.
## Fixed bandwidth: 757.559 AICc value: 1055.58.
## Fixed bandwidth: 1514.08 AICc value: 1055.07.
## Fixed bandwidth: 1046.53 AICc value: 1055.06.
## Fixed bandwidth: 1335.49 AICc value: 1054.98.
## Fixed bandwidth: 1156.9 AICc value: 1054.99.
## Fixed bandwidth: 1267.28 AICc value: 1054.97.
## Fixed bandwidth: 1293.33 AICc value: 1054.98.
## Fixed bandwidth: 1251.17 AICc value: 1054.97.
## The newly selected bandwidth for variable: X2_sanitasi is 1251.17
## The bandwidth used in the last iteration is: 1257.32 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 119 change of RSS (dCVR) is 0.00332883.
## Iteration 120
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.14.
## Fixed bandwidth: 1981.64 AICc value: 1055.56.
## Fixed bandwidth: 1225.12 AICc value: 1054.99.
## Fixed bandwidth: 757.559 AICc value: 1055.59.
## Fixed bandwidth: 1514.08 AICc value: 1055.08.
## Fixed bandwidth: 1046.53 AICc value: 1055.07.
## Fixed bandwidth: 1335.49 AICc value: 1054.99.
## Fixed bandwidth: 1156.9 AICc value: 1055.
## Fixed bandwidth: 1267.28 AICc value: 1054.98.
## Fixed bandwidth: 1293.33 AICc value: 1054.99.
## Fixed bandwidth: 1251.17 AICc value: 1054.98.
## The newly selected bandwidth for variable: X2_sanitasi is 1267.28
## The bandwidth used in the last iteration is: 1251.17 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 120 change of RSS (dCVR) is 0.0106425.
## Iteration 121
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.11.
## Fixed bandwidth: 1981.64 AICc value: 1055.56.
## Fixed bandwidth: 1225.12 AICc value: 1055.
## Fixed bandwidth: 757.559 AICc value: 1055.61.
## Fixed bandwidth: 1514.08 AICc value: 1055.09.
## Fixed bandwidth: 1046.53 AICc value: 1055.09.
## Fixed bandwidth: 1335.49 AICc value: 1055.
## Fixed bandwidth: 1156.9 AICc value: 1055.02.
## Fixed bandwidth: 1267.28 AICc value: 1055.
## Fixed bandwidth: 1293.33 AICc value: 1055.
## Fixed bandwidth: 1251.17 AICc value: 1055.
## Fixed bandwidth: 1277.23 AICc value: 1055.
## Fixed bandwidth: 1261.12 AICc value: 1055.
## The newly selected bandwidth for variable: X2_sanitasi is 1267.28
## The bandwidth used in the last iteration is: 1267.28 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 121 change of RSS (dCVR) is 0.00602739.
## Iteration 122
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.1.
## Fixed bandwidth: 1981.64 AICc value: 1055.56.
## Fixed bandwidth: 1225.12 AICc value: 1055.02.
## Fixed bandwidth: 757.559 AICc value: 1055.63.
## Fixed bandwidth: 1514.08 AICc value: 1055.1.
## Fixed bandwidth: 1046.53 AICc value: 1055.11.
## Fixed bandwidth: 1335.49 AICc value: 1055.02.
## Fixed bandwidth: 1156.9 AICc value: 1055.04.
## Fixed bandwidth: 1267.28 AICc value: 1055.01.
## Fixed bandwidth: 1293.33 AICc value: 1055.01.
## Fixed bandwidth: 1251.17 AICc value: 1055.01.
## Fixed bandwidth: 1277.23 AICc value: 1055.01.
## The newly selected bandwidth for variable: X2_sanitasi is 1267.28
## The bandwidth used in the last iteration is: 1267.28 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 122 change of RSS (dCVR) is 0.0053574.
## Iteration 123
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.09.
## Fixed bandwidth: 1981.64 AICc value: 1055.56.
## Fixed bandwidth: 1225.12 AICc value: 1055.03.
## Fixed bandwidth: 757.559 AICc value: 1055.65.
## Fixed bandwidth: 1514.08 AICc value: 1055.11.
## Fixed bandwidth: 1046.53 AICc value: 1055.12.
## Fixed bandwidth: 1335.49 AICc value: 1055.03.
## Fixed bandwidth: 1156.9 AICc value: 1055.05.
## Fixed bandwidth: 1267.28 AICc value: 1055.03.
## Fixed bandwidth: 1293.33 AICc value: 1055.03.
## Fixed bandwidth: 1251.17 AICc value: 1055.03.
## Fixed bandwidth: 1277.23 AICc value: 1055.03.
## The newly selected bandwidth for variable: X2_sanitasi is 1277.23
## The bandwidth used in the last iteration is: 1267.28 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 123 change of RSS (dCVR) is 0.00918907.
## Iteration 124
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.06.
## Fixed bandwidth: 1981.64 AICc value: 1055.56.
## Fixed bandwidth: 1225.12 AICc value: 1055.04.
## Fixed bandwidth: 757.559 AICc value: 1055.67.
## Fixed bandwidth: 1514.08 AICc value: 1055.12.
## Fixed bandwidth: 1046.53 AICc value: 1055.14.
## Fixed bandwidth: 1335.49 AICc value: 1055.04.
## Fixed bandwidth: 1156.9 AICc value: 1055.07.
## Fixed bandwidth: 1267.28 AICc value: 1055.04.
## Fixed bandwidth: 1293.33 AICc value: 1055.04.
## Fixed bandwidth: 1251.17 AICc value: 1055.04.
## Fixed bandwidth: 1277.23 AICc value: 1055.04.
## Fixed bandwidth: 1283.38 AICc value: 1055.04.
## The newly selected bandwidth for variable: X2_sanitasi is 1277.23
## The bandwidth used in the last iteration is: 1277.23 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 124 change of RSS (dCVR) is 0.00576185.
## Iteration 125
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.05.
## Fixed bandwidth: 1981.64 AICc value: 1055.57.
## Fixed bandwidth: 1225.12 AICc value: 1055.06.
## Fixed bandwidth: 757.559 AICc value: 1055.69.
## Fixed bandwidth: 1514.08 AICc value: 1055.13.
## Fixed bandwidth: 1046.53 AICc value: 1055.16.
## Fixed bandwidth: 1335.49 AICc value: 1055.06.
## Fixed bandwidth: 1403.71 AICc value: 1055.08.
## Fixed bandwidth: 1293.33 AICc value: 1055.05.
## Fixed bandwidth: 1267.28 AICc value: 1055.05.
## Fixed bandwidth: 1309.43 AICc value: 1055.06.
## Fixed bandwidth: 1283.38 AICc value: 1055.05.
## Fixed bandwidth: 1277.23 AICc value: 1055.05.
## The newly selected bandwidth for variable: X2_sanitasi is 1283.38
## The bandwidth used in the last iteration is: 1277.23 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 125 change of RSS (dCVR) is 0.00802227.
## Iteration 126
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.03.
## Fixed bandwidth: 1981.64 AICc value: 1055.57.
## Fixed bandwidth: 1225.12 AICc value: 1055.07.
## Fixed bandwidth: 757.559 AICc value: 1055.71.
## Fixed bandwidth: 1514.08 AICc value: 1055.14.
## Fixed bandwidth: 1046.53 AICc value: 1055.18.
## Fixed bandwidth: 1335.49 AICc value: 1055.07.
## Fixed bandwidth: 1403.71 AICc value: 1055.09.
## Fixed bandwidth: 1293.33 AICc value: 1055.07.
## Fixed bandwidth: 1267.28 AICc value: 1055.07.
## Fixed bandwidth: 1309.43 AICc value: 1055.07.
## Fixed bandwidth: 1283.38 AICc value: 1055.07.
## The newly selected bandwidth for variable: X2_sanitasi is 1283.38
## The bandwidth used in the last iteration is: 1283.38 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 126 change of RSS (dCVR) is 0.00535972.
## Iteration 127
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.02.
## Fixed bandwidth: 1981.64 AICc value: 1055.57.
## Fixed bandwidth: 1225.12 AICc value: 1055.09.
## Fixed bandwidth: 757.559 AICc value: 1055.72.
## Fixed bandwidth: 1514.08 AICc value: 1055.15.
## Fixed bandwidth: 1046.53 AICc value: 1055.19.
## Fixed bandwidth: 1335.49 AICc value: 1055.08.
## Fixed bandwidth: 1403.71 AICc value: 1055.1.
## Fixed bandwidth: 1293.33 AICc value: 1055.08.
## Fixed bandwidth: 1267.28 AICc value: 1055.08.
## Fixed bandwidth: 1309.43 AICc value: 1055.08.
## Fixed bandwidth: 1283.38 AICc value: 1055.08.
## The newly selected bandwidth for variable: X2_sanitasi is 1293.33
## The bandwidth used in the last iteration is: 1283.38 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 127 change of RSS (dCVR) is 0.00917741.
## Iteration 128
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.
## Fixed bandwidth: 1981.64 AICc value: 1055.58.
## Fixed bandwidth: 1225.12 AICc value: 1055.1.
## Fixed bandwidth: 757.559 AICc value: 1055.74.
## Fixed bandwidth: 1514.08 AICc value: 1055.16.
## Fixed bandwidth: 1046.53 AICc value: 1055.21.
## Fixed bandwidth: 1335.49 AICc value: 1055.1.
## Fixed bandwidth: 1403.71 AICc value: 1055.11.
## Fixed bandwidth: 1293.33 AICc value: 1055.1.
## Fixed bandwidth: 1267.28 AICc value: 1055.1.
## Fixed bandwidth: 1309.43 AICc value: 1055.1.
## Fixed bandwidth: 1283.38 AICc value: 1055.1.
## Fixed bandwidth: 1299.48 AICc value: 1055.1.
## The newly selected bandwidth for variable: X2_sanitasi is 1293.33
## The bandwidth used in the last iteration is: 1293.33 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 128 change of RSS (dCVR) is 0.00576757.
## Iteration 129
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.99.
## Fixed bandwidth: 1981.64 AICc value: 1055.58.
## Fixed bandwidth: 1225.12 AICc value: 1055.12.
## Fixed bandwidth: 757.559 AICc value: 1055.76.
## Fixed bandwidth: 1514.08 AICc value: 1055.17.
## Fixed bandwidth: 1046.53 AICc value: 1055.23.
## Fixed bandwidth: 1335.49 AICc value: 1055.11.
## Fixed bandwidth: 1403.71 AICc value: 1055.13.
## Fixed bandwidth: 1293.33 AICc value: 1055.11.
## Fixed bandwidth: 1267.28 AICc value: 1055.11.
## Fixed bandwidth: 1309.43 AICc value: 1055.11.
## Fixed bandwidth: 1283.38 AICc value: 1055.11.
## Fixed bandwidth: 1299.48 AICc value: 1055.11.
## The newly selected bandwidth for variable: X2_sanitasi is 1299.48
## The bandwidth used in the last iteration is: 1293.33 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 129 change of RSS (dCVR) is 0.00794204.
## Iteration 130
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.97.
## Fixed bandwidth: 1981.64 AICc value: 1055.58.
## Fixed bandwidth: 1225.12 AICc value: 1055.13.
## Fixed bandwidth: 757.559 AICc value: 1055.78.
## Fixed bandwidth: 1514.08 AICc value: 1055.18.
## Fixed bandwidth: 1046.53 AICc value: 1055.24.
## Fixed bandwidth: 1335.49 AICc value: 1055.13.
## Fixed bandwidth: 1403.71 AICc value: 1055.14.
## Fixed bandwidth: 1293.33 AICc value: 1055.12.
## Fixed bandwidth: 1267.28 AICc value: 1055.13.
## Fixed bandwidth: 1309.43 AICc value: 1055.12.
## The newly selected bandwidth for variable: X2_sanitasi is 1309.43
## The bandwidth used in the last iteration is: 1299.48 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 130 change of RSS (dCVR) is 0.0094703.
## Iteration 131
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.95.
## Fixed bandwidth: 1981.64 AICc value: 1055.59.
## Fixed bandwidth: 1225.12 AICc value: 1055.15.
## Fixed bandwidth: 757.559 AICc value: 1055.8.
## Fixed bandwidth: 1514.08 AICc value: 1055.2.
## Fixed bandwidth: 1046.53 AICc value: 1055.26.
## Fixed bandwidth: 1335.49 AICc value: 1055.14.
## Fixed bandwidth: 1403.71 AICc value: 1055.15.
## Fixed bandwidth: 1293.33 AICc value: 1055.14.
## Fixed bandwidth: 1267.28 AICc value: 1055.14.
## Fixed bandwidth: 1309.43 AICc value: 1055.14.
## Fixed bandwidth: 1319.39 AICc value: 1055.14.
## Fixed bandwidth: 1303.28 AICc value: 1055.14.
## The newly selected bandwidth for variable: X2_sanitasi is 1309.43
## The bandwidth used in the last iteration is: 1309.43 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 131 change of RSS (dCVR) is 0.00619305.
## Iteration 132
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.94.
## Fixed bandwidth: 1981.64 AICc value: 1055.59.
## Fixed bandwidth: 1225.12 AICc value: 1055.17.
## Fixed bandwidth: 757.559 AICc value: 1055.82.
## Fixed bandwidth: 1514.08 AICc value: 1055.21.
## Fixed bandwidth: 1046.53 AICc value: 1055.28.
## Fixed bandwidth: 1335.49 AICc value: 1055.16.
## Fixed bandwidth: 1403.71 AICc value: 1055.17.
## Fixed bandwidth: 1293.33 AICc value: 1055.16.
## Fixed bandwidth: 1267.28 AICc value: 1055.16.
## Fixed bandwidth: 1309.43 AICc value: 1055.16.
## Fixed bandwidth: 1319.39 AICc value: 1055.16.
## The newly selected bandwidth for variable: X2_sanitasi is 1309.43
## The bandwidth used in the last iteration is: 1309.43 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 132 change of RSS (dCVR) is 0.0052345.
## Iteration 133
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.93.
## Fixed bandwidth: 1981.64 AICc value: 1055.6.
## Fixed bandwidth: 1225.12 AICc value: 1055.18.
## Fixed bandwidth: 757.559 AICc value: 1055.84.
## Fixed bandwidth: 1514.08 AICc value: 1055.22.
## Fixed bandwidth: 1046.53 AICc value: 1055.3.
## Fixed bandwidth: 1335.49 AICc value: 1055.17.
## Fixed bandwidth: 1403.71 AICc value: 1055.18.
## Fixed bandwidth: 1293.33 AICc value: 1055.17.
## Fixed bandwidth: 1361.55 AICc value: 1055.17.
## Fixed bandwidth: 1319.39 AICc value: 1055.17.
## Fixed bandwidth: 1309.43 AICc value: 1055.17.
## The newly selected bandwidth for variable: X2_sanitasi is 1319.39
## The bandwidth used in the last iteration is: 1309.43 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 133 change of RSS (dCVR) is 0.00889884.
## Iteration 134
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.91.
## Fixed bandwidth: 1981.64 AICc value: 1055.6.
## Fixed bandwidth: 1225.12 AICc value: 1055.2.
## Fixed bandwidth: 757.559 AICc value: 1055.86.
## Fixed bandwidth: 1514.08 AICc value: 1055.23.
## Fixed bandwidth: 1046.53 AICc value: 1055.31.
## Fixed bandwidth: 1335.49 AICc value: 1055.18.
## Fixed bandwidth: 1403.71 AICc value: 1055.19.
## Fixed bandwidth: 1293.33 AICc value: 1055.18.
## Fixed bandwidth: 1361.55 AICc value: 1055.19.
## Fixed bandwidth: 1319.39 AICc value: 1055.18.
## Fixed bandwidth: 1309.43 AICc value: 1055.18.
## Fixed bandwidth: 1325.54 AICc value: 1055.18.
## The newly selected bandwidth for variable: X2_sanitasi is 1319.39
## The bandwidth used in the last iteration is: 1319.39 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 134 change of RSS (dCVR) is 0.00556995.
## Iteration 135
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.9.
## Fixed bandwidth: 1981.64 AICc value: 1055.6.
## Fixed bandwidth: 1225.12 AICc value: 1055.21.
## Fixed bandwidth: 757.559 AICc value: 1055.88.
## Fixed bandwidth: 1514.08 AICc value: 1055.24.
## Fixed bandwidth: 1046.53 AICc value: 1055.33.
## Fixed bandwidth: 1335.49 AICc value: 1055.2.
## Fixed bandwidth: 1403.71 AICc value: 1055.21.
## Fixed bandwidth: 1293.33 AICc value: 1055.2.
## Fixed bandwidth: 1361.55 AICc value: 1055.2.
## Fixed bandwidth: 1319.39 AICc value: 1055.2.
## The newly selected bandwidth for variable: X2_sanitasi is 1319.39
## The bandwidth used in the last iteration is: 1319.39 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 135 change of RSS (dCVR) is 0.00480011.
## Iteration 136
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.89.
## Fixed bandwidth: 1981.64 AICc value: 1055.61.
## Fixed bandwidth: 1225.12 AICc value: 1055.22.
## Fixed bandwidth: 757.559 AICc value: 1055.89.
## Fixed bandwidth: 1514.08 AICc value: 1055.25.
## Fixed bandwidth: 1046.53 AICc value: 1055.34.
## Fixed bandwidth: 1335.49 AICc value: 1055.21.
## Fixed bandwidth: 1403.71 AICc value: 1055.22.
## Fixed bandwidth: 1293.33 AICc value: 1055.21.
## Fixed bandwidth: 1361.55 AICc value: 1055.21.
## Fixed bandwidth: 1319.39 AICc value: 1055.21.
## The newly selected bandwidth for variable: X2_sanitasi is 1335.49
## The bandwidth used in the last iteration is: 1319.39 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 136 change of RSS (dCVR) is 0.0105819.
## Iteration 137
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.86.
## Fixed bandwidth: 1981.64 AICc value: 1055.61.
## Fixed bandwidth: 1225.12 AICc value: 1055.24.
## Fixed bandwidth: 757.559 AICc value: 1055.91.
## Fixed bandwidth: 1514.08 AICc value: 1055.26.
## Fixed bandwidth: 1046.53 AICc value: 1055.36.
## Fixed bandwidth: 1335.49 AICc value: 1055.22.
## Fixed bandwidth: 1403.71 AICc value: 1055.23.
## Fixed bandwidth: 1293.33 AICc value: 1055.22.
## Fixed bandwidth: 1361.55 AICc value: 1055.22.
## Fixed bandwidth: 1319.39 AICc value: 1055.22.
## Fixed bandwidth: 1345.44 AICc value: 1055.22.
## Fixed bandwidth: 1329.34 AICc value: 1055.22.
## The newly selected bandwidth for variable: X2_sanitasi is 1335.49
## The bandwidth used in the last iteration is: 1335.49 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 137 change of RSS (dCVR) is 0.00627984.
## Iteration 138
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.85.
## Fixed bandwidth: 1981.64 AICc value: 1055.61.
## Fixed bandwidth: 1225.12 AICc value: 1055.26.
## Fixed bandwidth: 757.559 AICc value: 1055.93.
## Fixed bandwidth: 1514.08 AICc value: 1055.28.
## Fixed bandwidth: 1046.53 AICc value: 1055.38.
## Fixed bandwidth: 1335.49 AICc value: 1055.24.
## Fixed bandwidth: 1403.71 AICc value: 1055.24.
## Fixed bandwidth: 1293.33 AICc value: 1055.24.
## Fixed bandwidth: 1361.55 AICc value: 1055.24.
## Fixed bandwidth: 1319.39 AICc value: 1055.24.
## Fixed bandwidth: 1345.44 AICc value: 1055.24.
## The newly selected bandwidth for variable: X2_sanitasi is 1335.49
## The bandwidth used in the last iteration is: 1335.49 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 138 change of RSS (dCVR) is 0.0053908.
## Iteration 139
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.84.
## Fixed bandwidth: 1981.64 AICc value: 1055.62.
## Fixed bandwidth: 1225.12 AICc value: 1055.27.
## Fixed bandwidth: 757.559 AICc value: 1055.95.
## Fixed bandwidth: 1514.08 AICc value: 1055.29.
## Fixed bandwidth: 1046.53 AICc value: 1055.4.
## Fixed bandwidth: 1335.49 AICc value: 1055.25.
## Fixed bandwidth: 1403.71 AICc value: 1055.26.
## Fixed bandwidth: 1293.33 AICc value: 1055.26.
## Fixed bandwidth: 1361.55 AICc value: 1055.25.
## Fixed bandwidth: 1319.39 AICc value: 1055.25.
## Fixed bandwidth: 1345.44 AICc value: 1055.25.
## The newly selected bandwidth for variable: X2_sanitasi is 1345.44
## The bandwidth used in the last iteration is: 1335.49 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 139 change of RSS (dCVR) is 0.0087995.
## Iteration 140
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.83.
## Fixed bandwidth: 1981.64 AICc value: 1055.62.
## Fixed bandwidth: 1225.12 AICc value: 1055.29.
## Fixed bandwidth: 757.559 AICc value: 1055.97.
## Fixed bandwidth: 1514.08 AICc value: 1055.3.
## Fixed bandwidth: 1046.53 AICc value: 1055.41.
## Fixed bandwidth: 1335.49 AICc value: 1055.27.
## Fixed bandwidth: 1403.71 AICc value: 1055.27.
## Fixed bandwidth: 1293.33 AICc value: 1055.27.
## Fixed bandwidth: 1361.55 AICc value: 1055.27.
## The newly selected bandwidth for variable: X2_sanitasi is 1361.55
## The bandwidth used in the last iteration is: 1345.44 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 140 change of RSS (dCVR) is 0.0110967.
## Iteration 141
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.8.
## Fixed bandwidth: 1981.64 AICc value: 1055.63.
## Fixed bandwidth: 1225.12 AICc value: 1055.31.
## Fixed bandwidth: 757.559 AICc value: 1056.
## Fixed bandwidth: 1514.08 AICc value: 1055.31.
## Fixed bandwidth: 1046.53 AICc value: 1055.44.
## Fixed bandwidth: 1335.49 AICc value: 1055.29.
## Fixed bandwidth: 1403.71 AICc value: 1055.29.
## Fixed bandwidth: 1293.33 AICc value: 1055.29.
## Fixed bandwidth: 1361.55 AICc value: 1055.29.
## Fixed bandwidth: 1377.65 AICc value: 1055.29.
## Fixed bandwidth: 1351.59 AICc value: 1055.29.
## The newly selected bandwidth for variable: X2_sanitasi is 1361.55
## The bandwidth used in the last iteration is: 1361.55 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 141 change of RSS (dCVR) is 0.00700812.
## Iteration 142
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.79.
## Fixed bandwidth: 1981.64 AICc value: 1055.64.
## Fixed bandwidth: 1225.12 AICc value: 1055.33.
## Fixed bandwidth: 757.559 AICc value: 1056.02.
## Fixed bandwidth: 1514.08 AICc value: 1055.33.
## Fixed bandwidth: 1692.67 AICc value: 1055.42.
## Fixed bandwidth: 1403.71 AICc value: 1055.31.
## Fixed bandwidth: 1335.49 AICc value: 1055.31.
## Fixed bandwidth: 1293.33 AICc value: 1055.31.
## Fixed bandwidth: 1361.55 AICc value: 1055.31.
## Fixed bandwidth: 1377.65 AICc value: 1055.31.
## Fixed bandwidth: 1351.59 AICc value: 1055.31.
## Fixed bandwidth: 1367.7 AICc value: 1055.31.
## The newly selected bandwidth for variable: X2_sanitasi is 1361.55
## The bandwidth used in the last iteration is: 1361.55 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 142 change of RSS (dCVR) is 0.0058637.
## Iteration 143
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.78.
## Fixed bandwidth: 1981.64 AICc value: 1055.64.
## Fixed bandwidth: 1225.12 AICc value: 1055.35.
## Fixed bandwidth: 757.559 AICc value: 1056.04.
## Fixed bandwidth: 1514.08 AICc value: 1055.35.
## Fixed bandwidth: 1692.67 AICc value: 1055.43.
## Fixed bandwidth: 1403.71 AICc value: 1055.32.
## Fixed bandwidth: 1335.49 AICc value: 1055.32.
## Fixed bandwidth: 1293.33 AICc value: 1055.33.
## Fixed bandwidth: 1361.55 AICc value: 1055.32.
## Fixed bandwidth: 1377.65 AICc value: 1055.32.
## The newly selected bandwidth for variable: X2_sanitasi is 1361.55
## The bandwidth used in the last iteration is: 1361.55 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Iteration 143 change of RSS (dCVR) is 0.00474437.
## Iteration 144
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.78.
## Fixed bandwidth: 1981.64 AICc value: 1055.65.
## Fixed bandwidth: 1225.12 AICc value: 1055.36.
## Fixed bandwidth: 757.559 AICc value: 1056.06.
## Fixed bandwidth: 1514.08 AICc value: 1055.35.
## Fixed bandwidth: 1692.67 AICc value: 1055.44.
## Fixed bandwidth: 1403.71 AICc value: 1055.33.
## Fixed bandwidth: 1335.49 AICc value: 1055.33.
## Fixed bandwidth: 1445.87 AICc value: 1055.34.
## Fixed bandwidth: 1377.65 AICc value: 1055.33.
## Fixed bandwidth: 1361.55 AICc value: 1055.33.
## The newly selected bandwidth for variable: X2_sanitasi is 1377.65
## The bandwidth used in the last iteration is: 1361.55 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 144 change of RSS (dCVR) is 0.0102985.
## Iteration 145
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.75.
## Fixed bandwidth: 1981.64 AICc value: 1055.65.
## Fixed bandwidth: 1225.12 AICc value: 1055.38.
## Fixed bandwidth: 757.559 AICc value: 1056.08.
## Fixed bandwidth: 1514.08 AICc value: 1055.37.
## Fixed bandwidth: 1692.67 AICc value: 1055.45.
## Fixed bandwidth: 1403.71 AICc value: 1055.35.
## Fixed bandwidth: 1335.49 AICc value: 1055.35.
## Fixed bandwidth: 1445.87 AICc value: 1055.35.
## Fixed bandwidth: 1377.65 AICc value: 1055.35.
## Fixed bandwidth: 1361.55 AICc value: 1055.35.
## Fixed bandwidth: 1387.6 AICc value: 1055.35.
## Fixed bandwidth: 1371.5 AICc value: 1055.35.
## The newly selected bandwidth for variable: X2_sanitasi is 1377.65
## The bandwidth used in the last iteration is: 1377.65 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 145 change of RSS (dCVR) is 0.00615084.
## Iteration 146
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.75.
## Fixed bandwidth: 1981.64 AICc value: 1055.66.
## Fixed bandwidth: 1225.12 AICc value: 1055.4.
## Fixed bandwidth: 757.559 AICc value: 1056.1.
## Fixed bandwidth: 1514.08 AICc value: 1055.38.
## Fixed bandwidth: 1692.67 AICc value: 1055.46.
## Fixed bandwidth: 1403.71 AICc value: 1055.36.
## Fixed bandwidth: 1335.49 AICc value: 1055.37.
## Fixed bandwidth: 1445.87 AICc value: 1055.37.
## Fixed bandwidth: 1377.65 AICc value: 1055.36.
## Fixed bandwidth: 1361.55 AICc value: 1055.36.
## Fixed bandwidth: 1387.6 AICc value: 1055.36.
## The newly selected bandwidth for variable: X2_sanitasi is 1387.6
## The bandwidth used in the last iteration is: 1377.65 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 146 change of RSS (dCVR) is 0.00908622.
## Iteration 147
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.73.
## Fixed bandwidth: 1981.64 AICc value: 1055.66.
## Fixed bandwidth: 1225.12 AICc value: 1055.41.
## Fixed bandwidth: 757.559 AICc value: 1056.12.
## Fixed bandwidth: 1514.08 AICc value: 1055.4.
## Fixed bandwidth: 1692.67 AICc value: 1055.47.
## Fixed bandwidth: 1403.71 AICc value: 1055.38.
## Fixed bandwidth: 1335.49 AICc value: 1055.38.
## Fixed bandwidth: 1445.87 AICc value: 1055.38.
## Fixed bandwidth: 1377.65 AICc value: 1055.38.
## The newly selected bandwidth for variable: X2_sanitasi is 1377.65
## The bandwidth used in the last iteration is: 1387.6 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 147 change of RSS (dCVR) is 0.00450301.
## Iteration 148
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.73.
## Fixed bandwidth: 1981.64 AICc value: 1055.67.
## Fixed bandwidth: 1225.12 AICc value: 1055.43.
## Fixed bandwidth: 757.559 AICc value: 1056.14.
## Fixed bandwidth: 1514.08 AICc value: 1055.41.
## Fixed bandwidth: 1692.67 AICc value: 1055.48.
## Fixed bandwidth: 1403.71 AICc value: 1055.39.
## Fixed bandwidth: 1335.49 AICc value: 1055.39.
## Fixed bandwidth: 1445.87 AICc value: 1055.39.
## Fixed bandwidth: 1377.65 AICc value: 1055.39.
## The newly selected bandwidth for variable: X2_sanitasi is 1403.71
## The bandwidth used in the last iteration is: 1377.65 and the difference in bandwidths is: 26.056
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 148 change of RSS (dCVR) is 0.0122584.
## Iteration 149
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.7.
## Fixed bandwidth: 1981.64 AICc value: 1055.67.
## Fixed bandwidth: 1225.12 AICc value: 1055.45.
## Fixed bandwidth: 757.559 AICc value: 1056.16.
## Fixed bandwidth: 1514.08 AICc value: 1055.42.
## Fixed bandwidth: 1692.67 AICc value: 1055.49.
## Fixed bandwidth: 1403.71 AICc value: 1055.4.
## Fixed bandwidth: 1335.49 AICc value: 1055.41.
## Fixed bandwidth: 1445.87 AICc value: 1055.41.
## Fixed bandwidth: 1377.65 AICc value: 1055.41.
## Fixed bandwidth: 1419.81 AICc value: 1055.41.
## Fixed bandwidth: 1393.75 AICc value: 1055.41.
## The newly selected bandwidth for variable: X2_sanitasi is 1403.71
## The bandwidth used in the last iteration is: 1403.71 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 149 change of RSS (dCVR) is 0.0067908.
## Iteration 150
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.7.
## Fixed bandwidth: 1981.64 AICc value: 1055.68.
## Fixed bandwidth: 1225.12 AICc value: 1055.47.
## Fixed bandwidth: 757.559 AICc value: 1056.19.
## Fixed bandwidth: 1514.08 AICc value: 1055.44.
## Fixed bandwidth: 1692.67 AICc value: 1055.5.
## Fixed bandwidth: 1403.71 AICc value: 1055.43.
## Fixed bandwidth: 1335.49 AICc value: 1055.43.
## Fixed bandwidth: 1445.87 AICc value: 1055.43.
## Fixed bandwidth: 1377.65 AICc value: 1055.43.
## Fixed bandwidth: 1419.81 AICc value: 1055.43.
## Fixed bandwidth: 1393.75 AICc value: 1055.43.
## Fixed bandwidth: 1409.86 AICc value: 1055.43.
## The newly selected bandwidth for variable: X2_sanitasi is 1409.86
## The bandwidth used in the last iteration is: 1403.71 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 150 change of RSS (dCVR) is 0.00818449.
## Iteration 151
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.68.
## Fixed bandwidth: 1981.64 AICc value: 1055.69.
## Fixed bandwidth: 1225.12 AICc value: 1055.49.
## Fixed bandwidth: 757.559 AICc value: 1056.21.
## Fixed bandwidth: 1514.08 AICc value: 1055.45.
## Fixed bandwidth: 1692.67 AICc value: 1055.51.
## Fixed bandwidth: 1403.71 AICc value: 1055.44.
## Fixed bandwidth: 1335.49 AICc value: 1055.45.
## Fixed bandwidth: 1445.87 AICc value: 1055.44.
## Fixed bandwidth: 1377.65 AICc value: 1055.44.
## Fixed bandwidth: 1419.81 AICc value: 1055.44.
## Fixed bandwidth: 1429.76 AICc value: 1055.44.
## Fixed bandwidth: 1413.66 AICc value: 1055.44.
## The newly selected bandwidth for variable: X2_sanitasi is 1413.66
## The bandwidth used in the last iteration is: 1409.86 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 151 change of RSS (dCVR) is 0.00717455.
## Iteration 152
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.67.
## Fixed bandwidth: 1981.64 AICc value: 1055.7.
## Fixed bandwidth: 1225.12 AICc value: 1055.51.
## Fixed bandwidth: 757.559 AICc value: 1056.23.
## Fixed bandwidth: 1514.08 AICc value: 1055.47.
## Fixed bandwidth: 1692.67 AICc value: 1055.53.
## Fixed bandwidth: 1403.71 AICc value: 1055.46.
## Fixed bandwidth: 1335.49 AICc value: 1055.47.
## Fixed bandwidth: 1445.87 AICc value: 1055.46.
## Fixed bandwidth: 1377.65 AICc value: 1055.46.
## Fixed bandwidth: 1419.81 AICc value: 1055.46.
## Fixed bandwidth: 1429.76 AICc value: 1055.46.
## The newly selected bandwidth for variable: X2_sanitasi is 1419.81
## The bandwidth used in the last iteration is: 1413.66 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 152 change of RSS (dCVR) is 0.00773386.
## Iteration 153
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.66.
## Fixed bandwidth: 1981.64 AICc value: 1055.7.
## Fixed bandwidth: 1225.12 AICc value: 1055.52.
## Fixed bandwidth: 757.559 AICc value: 1056.25.
## Fixed bandwidth: 1514.08 AICc value: 1055.48.
## Fixed bandwidth: 1692.67 AICc value: 1055.54.
## Fixed bandwidth: 1403.71 AICc value: 1055.47.
## Fixed bandwidth: 1335.49 AICc value: 1055.48.
## Fixed bandwidth: 1445.87 AICc value: 1055.47.
## Fixed bandwidth: 1471.92 AICc value: 1055.47.
## Fixed bandwidth: 1429.76 AICc value: 1055.47.
## Fixed bandwidth: 1419.81 AICc value: 1055.47.
## The newly selected bandwidth for variable: X2_sanitasi is 1429.76
## The bandwidth used in the last iteration is: 1419.81 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 153 change of RSS (dCVR) is 0.00894067.
## Iteration 154
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.65.
## Fixed bandwidth: 1981.64 AICc value: 1055.71.
## Fixed bandwidth: 1225.12 AICc value: 1055.54.
## Fixed bandwidth: 757.559 AICc value: 1056.27.
## Fixed bandwidth: 1514.08 AICc value: 1055.5.
## Fixed bandwidth: 1692.67 AICc value: 1055.55.
## Fixed bandwidth: 1403.71 AICc value: 1055.49.
## Fixed bandwidth: 1335.49 AICc value: 1055.5.
## Fixed bandwidth: 1445.87 AICc value: 1055.49.
## Fixed bandwidth: 1471.92 AICc value: 1055.49.
## Fixed bandwidth: 1429.76 AICc value: 1055.49.
## Fixed bandwidth: 1419.81 AICc value: 1055.49.
## Fixed bandwidth: 1435.91 AICc value: 1055.49.
## The newly selected bandwidth for variable: X2_sanitasi is 1435.91
## The bandwidth used in the last iteration is: 1429.76 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 154 change of RSS (dCVR) is 0.00814312.
## Iteration 155
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.64.
## Fixed bandwidth: 1981.64 AICc value: 1055.72.
## Fixed bandwidth: 1225.12 AICc value: 1055.56.
## Fixed bandwidth: 757.559 AICc value: 1056.3.
## Fixed bandwidth: 1514.08 AICc value: 1055.51.
## Fixed bandwidth: 1692.67 AICc value: 1055.56.
## Fixed bandwidth: 1403.71 AICc value: 1055.51.
## Fixed bandwidth: 1335.49 AICc value: 1055.52.
## Fixed bandwidth: 1445.87 AICc value: 1055.51.
## Fixed bandwidth: 1471.92 AICc value: 1055.51.
## Fixed bandwidth: 1429.76 AICc value: 1055.51.
## Fixed bandwidth: 1455.82 AICc value: 1055.51.
## Fixed bandwidth: 1439.72 AICc value: 1055.51.
## The newly selected bandwidth for variable: X2_sanitasi is 1439.72
## The bandwidth used in the last iteration is: 1435.91 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 155 change of RSS (dCVR) is 0.00725834.
## Iteration 156
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.63.
## Fixed bandwidth: 1981.64 AICc value: 1055.73.
## Fixed bandwidth: 1225.12 AICc value: 1055.58.
## Fixed bandwidth: 757.559 AICc value: 1056.32.
## Fixed bandwidth: 1514.08 AICc value: 1055.53.
## Fixed bandwidth: 1692.67 AICc value: 1055.57.
## Fixed bandwidth: 1403.71 AICc value: 1055.52.
## Fixed bandwidth: 1335.49 AICc value: 1055.54.
## Fixed bandwidth: 1445.87 AICc value: 1055.52.
## Fixed bandwidth: 1471.92 AICc value: 1055.52.
## Fixed bandwidth: 1429.76 AICc value: 1055.52.
## Fixed bandwidth: 1455.82 AICc value: 1055.52.
## The newly selected bandwidth for variable: X2_sanitasi is 1445.87
## The bandwidth used in the last iteration is: 1439.72 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 156 change of RSS (dCVR) is 0.00769931.
## Iteration 157
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.62.
## Fixed bandwidth: 1981.64 AICc value: 1055.73.
## Fixed bandwidth: 1225.12 AICc value: 1055.6.
## Fixed bandwidth: 757.559 AICc value: 1056.34.
## Fixed bandwidth: 1514.08 AICc value: 1055.54.
## Fixed bandwidth: 1692.67 AICc value: 1055.59.
## Fixed bandwidth: 1403.71 AICc value: 1055.54.
## Fixed bandwidth: 1335.49 AICc value: 1055.55.
## Fixed bandwidth: 1445.87 AICc value: 1055.54.
## Fixed bandwidth: 1471.92 AICc value: 1055.54.
## Fixed bandwidth: 1429.76 AICc value: 1055.54.
## Fixed bandwidth: 1455.82 AICc value: 1055.54.
## The newly selected bandwidth for variable: X2_sanitasi is 1455.82
## The bandwidth used in the last iteration is: 1445.87 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 157 change of RSS (dCVR) is 0.00882631.
## Iteration 158
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.61.
## Fixed bandwidth: 1981.64 AICc value: 1055.74.
## Fixed bandwidth: 1225.12 AICc value: 1055.62.
## Fixed bandwidth: 757.559 AICc value: 1056.36.
## Fixed bandwidth: 1514.08 AICc value: 1055.56.
## Fixed bandwidth: 1692.67 AICc value: 1055.6.
## Fixed bandwidth: 1403.71 AICc value: 1055.56.
## Fixed bandwidth: 1582.3 AICc value: 1055.57.
## Fixed bandwidth: 1471.92 AICc value: 1055.55.
## Fixed bandwidth: 1445.87 AICc value: 1055.55.
## Fixed bandwidth: 1488.03 AICc value: 1055.55.
## Fixed bandwidth: 1461.97 AICc value: 1055.55.
## The newly selected bandwidth for variable: X2_sanitasi is 1461.97
## The bandwidth used in the last iteration is: 1455.82 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 158 change of RSS (dCVR) is 0.00802154.
## Iteration 159
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.6.
## Fixed bandwidth: 1981.64 AICc value: 1055.75.
## Fixed bandwidth: 1225.12 AICc value: 1055.64.
## Fixed bandwidth: 757.559 AICc value: 1056.39.
## Fixed bandwidth: 1514.08 AICc value: 1055.57.
## Fixed bandwidth: 1692.67 AICc value: 1055.61.
## Fixed bandwidth: 1403.71 AICc value: 1055.58.
## Fixed bandwidth: 1582.3 AICc value: 1055.58.
## Fixed bandwidth: 1471.92 AICc value: 1055.57.
## Fixed bandwidth: 1445.87 AICc value: 1055.57.
## Fixed bandwidth: 1488.03 AICc value: 1055.57.
## Fixed bandwidth: 1461.97 AICc value: 1055.57.
## The newly selected bandwidth for variable: X2_sanitasi is 1471.92
## The bandwidth used in the last iteration is: 1461.97 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 159 change of RSS (dCVR) is 0.00899161.
## Iteration 160
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.59.
## Fixed bandwidth: 1981.64 AICc value: 1055.76.
## Fixed bandwidth: 1225.12 AICc value: 1055.66.
## Fixed bandwidth: 757.559 AICc value: 1056.41.
## Fixed bandwidth: 1514.08 AICc value: 1055.59.
## Fixed bandwidth: 1692.67 AICc value: 1055.63.
## Fixed bandwidth: 1403.71 AICc value: 1055.59.
## Fixed bandwidth: 1582.3 AICc value: 1055.6.
## Fixed bandwidth: 1471.92 AICc value: 1055.59.
## Fixed bandwidth: 1445.87 AICc value: 1055.59.
## Fixed bandwidth: 1488.03 AICc value: 1055.59.
## The newly selected bandwidth for variable: X2_sanitasi is 1471.92
## The bandwidth used in the last iteration is: 1471.92 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 160 change of RSS (dCVR) is 0.00598675.
## Iteration 161
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.58.
## Fixed bandwidth: 1981.64 AICc value: 1055.77.
## Fixed bandwidth: 1225.12 AICc value: 1055.68.
## Fixed bandwidth: 757.559 AICc value: 1056.43.
## Fixed bandwidth: 1514.08 AICc value: 1055.6.
## Fixed bandwidth: 1692.67 AICc value: 1055.64.
## Fixed bandwidth: 1403.71 AICc value: 1055.61.
## Fixed bandwidth: 1582.3 AICc value: 1055.61.
## Fixed bandwidth: 1471.92 AICc value: 1055.6.
## Fixed bandwidth: 1445.87 AICc value: 1055.61.
## Fixed bandwidth: 1488.03 AICc value: 1055.6.
## Fixed bandwidth: 1497.98 AICc value: 1055.6.
## Fixed bandwidth: 1481.87 AICc value: 1055.6.
## The newly selected bandwidth for variable: X2_sanitasi is 1488.03
## The bandwidth used in the last iteration is: 1471.92 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 161 change of RSS (dCVR) is 0.0100812.
## Iteration 162
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.57.
## Fixed bandwidth: 1981.64 AICc value: 1055.77.
## Fixed bandwidth: 1225.12 AICc value: 1055.7.
## Fixed bandwidth: 757.559 AICc value: 1056.46.
## Fixed bandwidth: 1514.08 AICc value: 1055.62.
## Fixed bandwidth: 1692.67 AICc value: 1055.65.
## Fixed bandwidth: 1403.71 AICc value: 1055.63.
## Fixed bandwidth: 1582.3 AICc value: 1055.63.
## Fixed bandwidth: 1471.92 AICc value: 1055.62.
## Fixed bandwidth: 1540.14 AICc value: 1055.62.
## Fixed bandwidth: 1497.98 AICc value: 1055.62.
## Fixed bandwidth: 1488.03 AICc value: 1055.62.
## The newly selected bandwidth for variable: X2_sanitasi is 1497.98
## The bandwidth used in the last iteration is: 1488.03 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 162 change of RSS (dCVR) is 0.00923172.
## Iteration 163
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.56.
## Fixed bandwidth: 1981.64 AICc value: 1055.78.
## Fixed bandwidth: 1225.12 AICc value: 1055.72.
## Fixed bandwidth: 757.559 AICc value: 1056.49.
## Fixed bandwidth: 1514.08 AICc value: 1055.64.
## Fixed bandwidth: 1692.67 AICc value: 1055.67.
## Fixed bandwidth: 1403.71 AICc value: 1055.65.
## Fixed bandwidth: 1582.3 AICc value: 1055.65.
## Fixed bandwidth: 1471.92 AICc value: 1055.64.
## Fixed bandwidth: 1540.14 AICc value: 1055.64.
## Fixed bandwidth: 1497.98 AICc value: 1055.64.
## The newly selected bandwidth for variable: X2_sanitasi is 1497.98
## The bandwidth used in the last iteration is: 1497.98 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 163 change of RSS (dCVR) is 0.00635361.
## Iteration 164
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.55.
## Fixed bandwidth: 1981.64 AICc value: 1055.8.
## Fixed bandwidth: 1225.12 AICc value: 1055.74.
## Fixed bandwidth: 757.559 AICc value: 1056.51.
## Fixed bandwidth: 1514.08 AICc value: 1055.66.
## Fixed bandwidth: 1692.67 AICc value: 1055.68.
## Fixed bandwidth: 1403.71 AICc value: 1055.67.
## Fixed bandwidth: 1582.3 AICc value: 1055.66.
## Fixed bandwidth: 1471.92 AICc value: 1055.66.
## Fixed bandwidth: 1540.14 AICc value: 1055.66.
## Fixed bandwidth: 1497.98 AICc value: 1055.66.
## Fixed bandwidth: 1524.03 AICc value: 1055.66.
## Fixed bandwidth: 1507.93 AICc value: 1055.66.
## The newly selected bandwidth for variable: X2_sanitasi is 1514.08
## The bandwidth used in the last iteration is: 1497.98 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 164 change of RSS (dCVR) is 0.0100598.
## Iteration 165
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.54.
## Fixed bandwidth: 1981.64 AICc value: 1055.8.
## Fixed bandwidth: 1225.12 AICc value: 1055.77.
## Fixed bandwidth: 757.559 AICc value: 1056.54.
## Fixed bandwidth: 1514.08 AICc value: 1055.68.
## Fixed bandwidth: 1692.67 AICc value: 1055.7.
## Fixed bandwidth: 1403.71 AICc value: 1055.69.
## Fixed bandwidth: 1582.3 AICc value: 1055.68.
## Fixed bandwidth: 1471.92 AICc value: 1055.68.
## Fixed bandwidth: 1540.14 AICc value: 1055.68.
## Fixed bandwidth: 1497.98 AICc value: 1055.68.
## Fixed bandwidth: 1524.03 AICc value: 1055.68.
## The newly selected bandwidth for variable: X2_sanitasi is 1524.03
## The bandwidth used in the last iteration is: 1514.08 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 165 change of RSS (dCVR) is 0.00916418.
## Iteration 166
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.53.
## Fixed bandwidth: 1981.64 AICc value: 1055.82.
## Fixed bandwidth: 1225.12 AICc value: 1055.79.
## Fixed bandwidth: 757.559 AICc value: 1056.57.
## Fixed bandwidth: 1514.08 AICc value: 1055.7.
## Fixed bandwidth: 1692.67 AICc value: 1055.71.
## Fixed bandwidth: 1403.71 AICc value: 1055.71.
## Fixed bandwidth: 1582.3 AICc value: 1055.7.
## Fixed bandwidth: 1471.92 AICc value: 1055.7.
## Fixed bandwidth: 1540.14 AICc value: 1055.7.
## Fixed bandwidth: 1556.24 AICc value: 1055.7.
## Fixed bandwidth: 1530.19 AICc value: 1055.7.
## The newly selected bandwidth for variable: X2_sanitasi is 1530.19
## The bandwidth used in the last iteration is: 1524.03 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 166 change of RSS (dCVR) is 0.0082146.
## Iteration 167
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.52.
## Fixed bandwidth: 1981.64 AICc value: 1055.83.
## Fixed bandwidth: 1225.12 AICc value: 1055.82.
## Fixed bandwidth: 757.559 AICc value: 1056.59.
## Fixed bandwidth: 1514.08 AICc value: 1055.72.
## Fixed bandwidth: 1692.67 AICc value: 1055.73.
## Fixed bandwidth: 1403.71 AICc value: 1055.73.
## Fixed bandwidth: 1582.3 AICc value: 1055.72.
## Fixed bandwidth: 1471.92 AICc value: 1055.72.
## Fixed bandwidth: 1540.14 AICc value: 1055.72.
## Fixed bandwidth: 1556.24 AICc value: 1055.72.
## Fixed bandwidth: 1530.19 AICc value: 1055.72.
## Fixed bandwidth: 1546.29 AICc value: 1055.72.
## The newly selected bandwidth for variable: X2_sanitasi is 1546.29
## The bandwidth used in the last iteration is: 1530.19 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 167 change of RSS (dCVR) is 0.0102704.
## Iteration 168
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.51.
## Fixed bandwidth: 1981.64 AICc value: 1055.84.
## Fixed bandwidth: 1225.12 AICc value: 1055.84.
## Fixed bandwidth: 2449.19 AICc value: 1056.08.
## Fixed bandwidth: 1692.67 AICc value: 1055.75.
## Fixed bandwidth: 1514.08 AICc value: 1055.74.
## Fixed bandwidth: 1403.71 AICc value: 1055.76.
## Fixed bandwidth: 1582.3 AICc value: 1055.74.
## Fixed bandwidth: 1624.46 AICc value: 1055.74.
## Fixed bandwidth: 1556.24 AICc value: 1055.74.
## Fixed bandwidth: 1540.14 AICc value: 1055.74.
## Fixed bandwidth: 1566.19 AICc value: 1055.74.
## The newly selected bandwidth for variable: X2_sanitasi is 1556.24
## The bandwidth used in the last iteration is: 1546.29 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 168 change of RSS (dCVR) is 0.00928139.
## Iteration 169
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.5.
## Fixed bandwidth: 1981.64 AICc value: 1055.85.
## Fixed bandwidth: 1225.12 AICc value: 1055.87.
## Fixed bandwidth: 2449.19 AICc value: 1056.08.
## Fixed bandwidth: 1692.67 AICc value: 1055.77.
## Fixed bandwidth: 1514.08 AICc value: 1055.76.
## Fixed bandwidth: 1403.71 AICc value: 1055.78.
## Fixed bandwidth: 1582.3 AICc value: 1055.76.
## Fixed bandwidth: 1624.46 AICc value: 1055.76.
## Fixed bandwidth: 1556.24 AICc value: 1055.76.
## The newly selected bandwidth for variable: X2_sanitasi is 1556.24
## The bandwidth used in the last iteration is: 1556.24 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 169 change of RSS (dCVR) is 0.00642865.
## Iteration 170
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.5.
## Fixed bandwidth: 1981.64 AICc value: 1055.86.
## Fixed bandwidth: 1225.12 AICc value: 1055.89.
## Fixed bandwidth: 2449.19 AICc value: 1056.09.
## Fixed bandwidth: 1692.67 AICc value: 1055.78.
## Fixed bandwidth: 1514.08 AICc value: 1055.78.
## Fixed bandwidth: 1403.71 AICc value: 1055.8.
## Fixed bandwidth: 1582.3 AICc value: 1055.77.
## Fixed bandwidth: 1624.46 AICc value: 1055.78.
## Fixed bandwidth: 1556.24 AICc value: 1055.77.
## Fixed bandwidth: 1598.4 AICc value: 1055.77.
## Fixed bandwidth: 1572.34 AICc value: 1055.77.
## The newly selected bandwidth for variable: X2_sanitasi is 1582.3
## The bandwidth used in the last iteration is: 1556.24 and the difference in bandwidths is: 26.056
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 170 change of RSS (dCVR) is 0.0117329.
## Iteration 171
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.49.
## Fixed bandwidth: 1981.64 AICc value: 1055.88.
## Fixed bandwidth: 1225.12 AICc value: 1055.92.
## Fixed bandwidth: 2449.19 AICc value: 1056.09.
## Fixed bandwidth: 1692.67 AICc value: 1055.8.
## Fixed bandwidth: 1514.08 AICc value: 1055.8.
## Fixed bandwidth: 1403.71 AICc value: 1055.82.
## Fixed bandwidth: 1582.3 AICc value: 1055.79.
## Fixed bandwidth: 1624.46 AICc value: 1055.8.
## Fixed bandwidth: 1556.24 AICc value: 1055.8.
## Fixed bandwidth: 1598.4 AICc value: 1055.79.
## The newly selected bandwidth for variable: X2_sanitasi is 1598.4
## The bandwidth used in the last iteration is: 1582.3 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 171 change of RSS (dCVR) is 0.0107448.
## Iteration 172
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.48.
## Fixed bandwidth: 1981.64 AICc value: 1055.89.
## Fixed bandwidth: 1225.12 AICc value: 1055.95.
## Fixed bandwidth: 2449.19 AICc value: 1056.09.
## Fixed bandwidth: 1692.67 AICc value: 1055.83.
## Fixed bandwidth: 1514.08 AICc value: 1055.83.
## Fixed bandwidth: 1803.05 AICc value: 1055.84.
## Fixed bandwidth: 1624.46 AICc value: 1055.82.
## Fixed bandwidth: 1582.3 AICc value: 1055.82.
## Fixed bandwidth: 1650.51 AICc value: 1055.82.
## Fixed bandwidth: 1608.35 AICc value: 1055.82.
## Fixed bandwidth: 1598.4 AICc value: 1055.82.
## The newly selected bandwidth for variable: X2_sanitasi is 1608.35
## The bandwidth used in the last iteration is: 1598.4 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 172 change of RSS (dCVR) is 0.00962273.
## Iteration 173
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.47.
## Fixed bandwidth: 1981.64 AICc value: 1055.91.
## Fixed bandwidth: 1225.12 AICc value: 1055.98.
## Fixed bandwidth: 2449.19 AICc value: 1056.1.
## Fixed bandwidth: 1692.67 AICc value: 1055.85.
## Fixed bandwidth: 1514.08 AICc value: 1055.85.
## Fixed bandwidth: 1803.05 AICc value: 1055.86.
## Fixed bandwidth: 1624.46 AICc value: 1055.85.
## Fixed bandwidth: 1582.3 AICc value: 1055.85.
## Fixed bandwidth: 1650.51 AICc value: 1055.85.
## Fixed bandwidth: 1608.35 AICc value: 1055.85.
## Fixed bandwidth: 1634.41 AICc value: 1055.85.
## The newly selected bandwidth for variable: X2_sanitasi is 1624.46
## The bandwidth used in the last iteration is: 1608.35 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 173 change of RSS (dCVR) is 0.0104473.
## Iteration 174
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.46.
## Fixed bandwidth: 1981.64 AICc value: 1055.93.
## Fixed bandwidth: 1225.12 AICc value: 1056.01.
## Fixed bandwidth: 2449.19 AICc value: 1056.11.
## Fixed bandwidth: 1692.67 AICc value: 1055.87.
## Fixed bandwidth: 1514.08 AICc value: 1055.88.
## Fixed bandwidth: 1803.05 AICc value: 1055.88.
## Fixed bandwidth: 1624.46 AICc value: 1055.87.
## Fixed bandwidth: 1582.3 AICc value: 1055.87.
## Fixed bandwidth: 1650.51 AICc value: 1055.87.
## Fixed bandwidth: 1666.62 AICc value: 1055.87.
## Fixed bandwidth: 1640.56 AICc value: 1055.87.
## The newly selected bandwidth for variable: X2_sanitasi is 1640.56
## The bandwidth used in the last iteration is: 1624.46 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 174 change of RSS (dCVR) is 0.0104737.
## Iteration 175
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.46.
## Fixed bandwidth: 1981.64 AICc value: 1055.94.
## Fixed bandwidth: 1225.12 AICc value: 1056.05.
## Fixed bandwidth: 2449.19 AICc value: 1056.12.
## Fixed bandwidth: 1692.67 AICc value: 1055.89.
## Fixed bandwidth: 1514.08 AICc value: 1055.91.
## Fixed bandwidth: 1803.05 AICc value: 1055.9.
## Fixed bandwidth: 1624.46 AICc value: 1055.89.
## The newly selected bandwidth for variable: X2_sanitasi is 1692.67
## The bandwidth used in the last iteration is: 1640.56 and the difference in bandwidths is: 52.1121
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 175 change of RSS (dCVR) is 0.0156391.
## Iteration 176
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.44.
## Fixed bandwidth: 1981.64 AICc value: 1055.97.
## Fixed bandwidth: 1225.12 AICc value: 1056.1.
## Fixed bandwidth: 2449.19 AICc value: 1056.12.
## Fixed bandwidth: 1692.67 AICc value: 1055.93.
## Fixed bandwidth: 1514.08 AICc value: 1055.95.
## Fixed bandwidth: 1803.05 AICc value: 1055.93.
## Fixed bandwidth: 1624.46 AICc value: 1055.93.
## Fixed bandwidth: 1734.83 AICc value: 1055.93.
## Fixed bandwidth: 1666.62 AICc value: 1055.93.
## Fixed bandwidth: 1708.78 AICc value: 1055.93.
## Fixed bandwidth: 1682.72 AICc value: 1055.93.
## The newly selected bandwidth for variable: X2_sanitasi is 1692.67
## The bandwidth used in the last iteration is: 1692.67 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 176 change of RSS (dCVR) is 0.0092213.
## Iteration 177
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.44.
## Fixed bandwidth: 1981.64 AICc value: 1055.99.
## Fixed bandwidth: 1225.12 AICc value: 1056.14.
## Fixed bandwidth: 2449.19 AICc value: 1056.14.
## Fixed bandwidth: 1692.67 AICc value: 1055.96.
## Fixed bandwidth: 1514.08 AICc value: 1055.99.
## Fixed bandwidth: 1803.05 AICc value: 1055.97.
## Fixed bandwidth: 1624.46 AICc value: 1055.97.
## Fixed bandwidth: 1734.83 AICc value: 1055.96.
## The newly selected bandwidth for variable: X2_sanitasi is 1692.67
## The bandwidth used in the last iteration is: 1692.67 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 177 change of RSS (dCVR) is 0.0074093.
## Iteration 178
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.44.
## Fixed bandwidth: 1981.64 AICc value: 1056.01.
## Fixed bandwidth: 1225.12 AICc value: 1056.17.
## Fixed bandwidth: 2449.19 AICc value: 1056.15.
## Fixed bandwidth: 1692.67 AICc value: 1055.99.
## Fixed bandwidth: 1514.08 AICc value: 1056.01.
## Fixed bandwidth: 1803.05 AICc value: 1055.99.
## Fixed bandwidth: 1624.46 AICc value: 1055.99.
## Fixed bandwidth: 1734.83 AICc value: 1055.99.
## Fixed bandwidth: 1760.89 AICc value: 1055.99.
## Fixed bandwidth: 1718.73 AICc value: 1055.99.
## The newly selected bandwidth for variable: X2_sanitasi is 1734.83
## The bandwidth used in the last iteration is: 1692.67 and the difference in bandwidths is: 42.1595
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 178 change of RSS (dCVR) is 0.0134775.
## Iteration 179
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.43.
## Fixed bandwidth: 1981.64 AICc value: 1056.03.
## Fixed bandwidth: 1225.12 AICc value: 1056.21.
## Fixed bandwidth: 2449.19 AICc value: 1056.16.
## Fixed bandwidth: 1692.67 AICc value: 1056.01.
## Fixed bandwidth: 1514.08 AICc value: 1056.04.
## Fixed bandwidth: 1803.05 AICc value: 1056.01.
## Fixed bandwidth: 1871.26 AICc value: 1056.02.
## Fixed bandwidth: 1760.89 AICc value: 1056.01.
## Fixed bandwidth: 1734.83 AICc value: 1056.01.
## Fixed bandwidth: 1776.99 AICc value: 1056.01.
## Fixed bandwidth: 1750.94 AICc value: 1056.01.
## The newly selected bandwidth for variable: X2_sanitasi is 1760.89
## The bandwidth used in the last iteration is: 1734.83 and the difference in bandwidths is: 26.056
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 179 change of RSS (dCVR) is 0.0122632.
## Iteration 180
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.42.
## Fixed bandwidth: 1981.64 AICc value: 1056.06.
## Fixed bandwidth: 1225.12 AICc value: 1056.25.
## Fixed bandwidth: 2449.19 AICc value: 1056.17.
## Fixed bandwidth: 1692.67 AICc value: 1056.05.
## Fixed bandwidth: 1514.08 AICc value: 1056.08.
## Fixed bandwidth: 1803.05 AICc value: 1056.04.
## Fixed bandwidth: 1871.26 AICc value: 1056.05.
## Fixed bandwidth: 1760.89 AICc value: 1056.04.
## Fixed bandwidth: 1829.1 AICc value: 1056.04.
## Fixed bandwidth: 1786.94 AICc value: 1056.04.
## Fixed bandwidth: 1776.99 AICc value: 1056.04.
## The newly selected bandwidth for variable: X2_sanitasi is 1786.94
## The bandwidth used in the last iteration is: 1760.89 and the difference in bandwidths is: 26.056
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 180 change of RSS (dCVR) is 0.0122816.
## Iteration 181
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.42.
## Fixed bandwidth: 1981.64 AICc value: 1056.09.
## Fixed bandwidth: 1225.12 AICc value: 1056.3.
## Fixed bandwidth: 2449.19 AICc value: 1056.19.
## Fixed bandwidth: 1692.67 AICc value: 1056.08.
## Fixed bandwidth: 1514.08 AICc value: 1056.12.
## Fixed bandwidth: 1803.05 AICc value: 1056.08.
## Fixed bandwidth: 1871.26 AICc value: 1056.08.
## Fixed bandwidth: 1760.89 AICc value: 1056.08.
## Fixed bandwidth: 1829.1 AICc value: 1056.08.
## The newly selected bandwidth for variable: X2_sanitasi is 1829.1
## The bandwidth used in the last iteration is: 1786.94 and the difference in bandwidths is: 42.1595
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 181 change of RSS (dCVR) is 0.0140274.
## Iteration 182
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.42.
## Fixed bandwidth: 1981.64 AICc value: 1056.12.
## Fixed bandwidth: 1225.12 AICc value: 1056.35.
## Fixed bandwidth: 2449.19 AICc value: 1056.2.
## Fixed bandwidth: 1692.67 AICc value: 1056.12.
## Fixed bandwidth: 2160.23 AICc value: 1056.14.
## Fixed bandwidth: 1871.26 AICc value: 1056.11.
## Fixed bandwidth: 1803.05 AICc value: 1056.11.
## Fixed bandwidth: 1913.42 AICc value: 1056.11.
## Fixed bandwidth: 1845.21 AICc value: 1056.11.
## The newly selected bandwidth for variable: X2_sanitasi is 1871.26
## The bandwidth used in the last iteration is: 1829.1 and the difference in bandwidths is: 42.1595
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 182 change of RSS (dCVR) is 0.0142065.
## Iteration 183
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.42.
## Fixed bandwidth: 1981.64 AICc value: 1056.15.
## Fixed bandwidth: 1225.12 AICc value: 1056.41.
## Fixed bandwidth: 2449.19 AICc value: 1056.22.
## Fixed bandwidth: 1692.67 AICc value: 1056.17.
## Fixed bandwidth: 2160.23 AICc value: 1056.17.
## Fixed bandwidth: 1871.26 AICc value: 1056.15.
## Fixed bandwidth: 1803.05 AICc value: 1056.15.
## Fixed bandwidth: 1913.42 AICc value: 1056.15.
## Fixed bandwidth: 1939.48 AICc value: 1056.15.
## Fixed bandwidth: 1897.32 AICc value: 1056.15.
## The newly selected bandwidth for variable: X2_sanitasi is 1897.32
## The bandwidth used in the last iteration is: 1871.26 and the difference in bandwidths is: 26.056
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 183 change of RSS (dCVR) is 0.0124401.
## Iteration 184
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.42.
## Fixed bandwidth: 1981.64 AICc value: 1056.19.
## Fixed bandwidth: 1225.12 AICc value: 1056.47.
## Fixed bandwidth: 2449.19 AICc value: 1056.24.
## Fixed bandwidth: 1692.67 AICc value: 1056.21.
## Fixed bandwidth: 2160.23 AICc value: 1056.2.
## Fixed bandwidth: 1871.26 AICc value: 1056.19.
## Fixed bandwidth: 2049.85 AICc value: 1056.19.
## Fixed bandwidth: 1939.48 AICc value: 1056.19.
## Fixed bandwidth: 1913.42 AICc value: 1056.19.
## Fixed bandwidth: 1955.58 AICc value: 1056.19.
## The newly selected bandwidth for variable: X2_sanitasi is 1955.58
## The bandwidth used in the last iteration is: 1897.32 and the difference in bandwidths is: 58.263
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 184 change of RSS (dCVR) is 0.0151172.
## Iteration 185
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.42.
## Fixed bandwidth: 1981.64 AICc value: 1056.23.
## Fixed bandwidth: 1225.12 AICc value: 1056.53.
## Fixed bandwidth: 2449.19 AICc value: 1056.27.
## Fixed bandwidth: 1692.67 AICc value: 1056.26.
## Fixed bandwidth: 2160.23 AICc value: 1056.23.
## Fixed bandwidth: 1871.26 AICc value: 1056.23.
## Fixed bandwidth: 2049.85 AICc value: 1056.23.
## Fixed bandwidth: 1939.48 AICc value: 1056.23.
## Fixed bandwidth: 2007.69 AICc value: 1056.23.
## Fixed bandwidth: 2023.8 AICc value: 1056.23.
## The newly selected bandwidth for variable: X2_sanitasi is 2007.69
## The bandwidth used in the last iteration is: 1955.58 and the difference in bandwidths is: 52.1121
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 185 change of RSS (dCVR) is 0.014734.
## Iteration 186
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.43.
## Fixed bandwidth: 1981.64 AICc value: 1056.27.
## Fixed bandwidth: 1225.12 AICc value: 1056.6.
## Fixed bandwidth: 2449.19 AICc value: 1056.29.
## Fixed bandwidth: 1692.67 AICc value: 1056.31.
## Fixed bandwidth: 2160.23 AICc value: 1056.27.
## Fixed bandwidth: 2270.6 AICc value: 1056.27.
## Fixed bandwidth: 2092.01 AICc value: 1056.27.
## Fixed bandwidth: 2049.85 AICc value: 1056.27.
## The newly selected bandwidth for variable: X2_sanitasi is 2092.01
## The bandwidth used in the last iteration is: 2007.69 and the difference in bandwidths is: 84.3191
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 186 change of RSS (dCVR) is 0.0169698.
## Iteration 187
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.43.
## Fixed bandwidth: 1981.64 AICc value: 1056.32.
## Fixed bandwidth: 1225.12 AICc value: 1056.67.
## Fixed bandwidth: 2449.19 AICc value: 1056.33.
## Fixed bandwidth: 1692.67 AICc value: 1056.37.
## Fixed bandwidth: 2160.23 AICc value: 1056.31.
## Fixed bandwidth: 2270.6 AICc value: 1056.31.
## Fixed bandwidth: 2092.01 AICc value: 1056.31.
## Fixed bandwidth: 2202.39 AICc value: 1056.31.
## Fixed bandwidth: 2134.17 AICc value: 1056.31.
## Fixed bandwidth: 2176.33 AICc value: 1056.31.
## The newly selected bandwidth for variable: X2_sanitasi is 2160.23
## The bandwidth used in the last iteration is: 2092.01 and the difference in bandwidths is: 68.2156
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 187 change of RSS (dCVR) is 0.0158567.
## Iteration 188
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.45.
## Fixed bandwidth: 1981.64 AICc value: 1056.37.
## Fixed bandwidth: 1225.12 AICc value: 1056.75.
## Fixed bandwidth: 2449.19 AICc value: 1056.36.
## Fixed bandwidth: 2738.16 AICc value: 1056.39.
## Fixed bandwidth: 2270.6 AICc value: 1056.36.
## Fixed bandwidth: 2160.23 AICc value: 1056.36.
## Fixed bandwidth: 2338.82 AICc value: 1056.36.
## Fixed bandwidth: 2228.44 AICc value: 1056.36.
## Fixed bandwidth: 2296.66 AICc value: 1056.36.
## Fixed bandwidth: 2254.5 AICc value: 1056.36.
## The newly selected bandwidth for variable: X2_sanitasi is 2254.5
## The bandwidth used in the last iteration is: 2160.23 and the difference in bandwidths is: 94.2716
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 188 change of RSS (dCVR) is 0.0169602.
## Iteration 189
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.46.
## Fixed bandwidth: 1981.64 AICc value: 1056.43.
## Fixed bandwidth: 1225.12 AICc value: 1056.84.
## Fixed bandwidth: 2449.19 AICc value: 1056.4.
## Fixed bandwidth: 2738.16 AICc value: 1056.42.
## Fixed bandwidth: 2270.6 AICc value: 1056.41.
## Fixed bandwidth: 2559.57 AICc value: 1056.41.
## Fixed bandwidth: 2380.98 AICc value: 1056.4.
## Fixed bandwidth: 2338.82 AICc value: 1056.4.
## Fixed bandwidth: 2407.04 AICc value: 1056.4.
## The newly selected bandwidth for variable: X2_sanitasi is 2380.98
## The bandwidth used in the last iteration is: 2254.5 and the difference in bandwidths is: 126.479
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 189 change of RSS (dCVR) is 0.0182177.
## Iteration 190
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.48.
## Fixed bandwidth: 1981.64 AICc value: 1056.5.
## Fixed bandwidth: 3962.24 AICc value: 1056.55.
## Fixed bandwidth: 2738.16 AICc value: 1056.45.
## Fixed bandwidth: 2449.19 AICc value: 1056.45.
## Fixed bandwidth: 2270.6 AICc value: 1056.46.
## Fixed bandwidth: 2559.57 AICc value: 1056.45.
## Fixed bandwidth: 2627.79 AICc value: 1056.45.
## Fixed bandwidth: 2517.41 AICc value: 1056.45.
## Fixed bandwidth: 2585.63 AICc value: 1056.45.
## The newly selected bandwidth for variable: X2_sanitasi is 2559.57
## The bandwidth used in the last iteration is: 2380.98 and the difference in bandwidths is: 178.591
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 190 change of RSS (dCVR) is 0.0198818.
## Iteration 191
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.51.
## Fixed bandwidth: 1981.64 AICc value: 1056.58.
## Fixed bandwidth: 3962.24 AICc value: 1056.55.
## Fixed bandwidth: 2738.16 AICc value: 1056.5.
## Fixed bandwidth: 2449.19 AICc value: 1056.51.
## Fixed bandwidth: 2916.75 AICc value: 1056.5.
## Fixed bandwidth: 2627.79 AICc value: 1056.5.
## Fixed bandwidth: 2806.38 AICc value: 1056.5.
## Fixed bandwidth: 2848.54 AICc value: 1056.5.
## Fixed bandwidth: 2780.32 AICc value: 1056.5.
## The newly selected bandwidth for variable: X2_sanitasi is 2806.38
## The bandwidth used in the last iteration is: 2559.57 and the difference in bandwidths is: 246.806
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 191 change of RSS (dCVR) is 0.0212523.
## Iteration 192
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.55.
## Fixed bandwidth: 1981.64 AICc value: 1056.68.
## Fixed bandwidth: 3962.24 AICc value: 1056.57.
## Fixed bandwidth: 2738.16 AICc value: 1056.56.
## Fixed bandwidth: 3494.68 AICc value: 1056.56.
## Fixed bandwidth: 3027.13 AICc value: 1056.55.
## Fixed bandwidth: 3316.09 AICc value: 1056.55.
## Fixed bandwidth: 3137.5 AICc value: 1056.55.
## Fixed bandwidth: 3247.88 AICc value: 1056.55.
## Fixed bandwidth: 3179.66 AICc value: 1056.55.
## The newly selected bandwidth for variable: X2_sanitasi is 3179.66
## The bandwidth used in the last iteration is: 2806.38 and the difference in bandwidths is: 373.285
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 192 change of RSS (dCVR) is 0.0228587.
## Iteration 193
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.61.
## Fixed bandwidth: 1981.64 AICc value: 1056.8.
## Fixed bandwidth: 3962.24 AICc value: 1056.6.
## Fixed bandwidth: 4429.8 AICc value: 1056.6.
## Fixed bandwidth: 3673.27 AICc value: 1056.6.
## Fixed bandwidth: 4140.83 AICc value: 1056.6.
## Fixed bandwidth: 3851.86 AICc value: 1056.6.
## Fixed bandwidth: 3783.65 AICc value: 1056.6.
## Fixed bandwidth: 3894.02 AICc value: 1056.6.
## The newly selected bandwidth for variable: X2_sanitasi is 3894.02
## The bandwidth used in the last iteration is: 3179.66 and the difference in bandwidths is: 714.363
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 193 change of RSS (dCVR) is 0.0256837.
## Iteration 194
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.69.
## Fixed bandwidth: 1981.64 AICc value: 1056.95.
## Fixed bandwidth: 3962.24 AICc value: 1056.65.
## Fixed bandwidth: 4429.8 AICc value: 1056.63.
## Fixed bandwidth: 4718.76 AICc value: 1056.63.
## Fixed bandwidth: 4897.35 AICc value: 1056.63.
## Fixed bandwidth: 5007.73 AICc value: 1056.63.
## Fixed bandwidth: 5075.94 AICc value: 1056.63.
## Fixed bandwidth: 5118.1 AICc value: 1056.63.
## Fixed bandwidth: 5144.16 AICc value: 1056.63.
## Fixed bandwidth: 5160.26 AICc value: 1056.63.
## The newly selected bandwidth for variable: X2_sanitasi is 5160.26
## The bandwidth used in the last iteration is: 3894.02 and the difference in bandwidths is: 1266.24
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 194 change of RSS (dCVR) is 0.0260137.
## Iteration 195
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.8.
## Fixed bandwidth: 1981.64 AICc value: 1057.12.
## Fixed bandwidth: 3962.24 AICc value: 1056.73.
## Fixed bandwidth: 4429.8 AICc value: 1056.7.
## Fixed bandwidth: 4718.76 AICc value: 1056.68.
## Fixed bandwidth: 4897.35 AICc value: 1056.68.
## Fixed bandwidth: 5007.73 AICc value: 1056.67.
## Fixed bandwidth: 5075.94 AICc value: 1056.67.
## Fixed bandwidth: 5118.1 AICc value: 1056.67.
## Fixed bandwidth: 5144.16 AICc value: 1056.67.
## Fixed bandwidth: 5160.26 AICc value: 1056.67.
## Fixed bandwidth: 5170.21 AICc value: 1056.67.
## Fixed bandwidth: 5176.37 AICc value: 1056.67.
## Fixed bandwidth: 5180.17 AICc value: 1056.67.
## Fixed bandwidth: 5182.52 AICc value: 1056.67.
## The newly selected bandwidth for variable: X2_sanitasi is 5182.52
## The bandwidth used in the last iteration is: 5160.26 and the difference in bandwidths is: 22.2545
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 195 change of RSS (dCVR) is 0.010086.
## Iteration 196
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.87.
## Fixed bandwidth: 1981.64 AICc value: 1057.22.
## Fixed bandwidth: 3962.24 AICc value: 1056.79.
## Fixed bandwidth: 4429.8 AICc value: 1056.75.
## Fixed bandwidth: 4718.76 AICc value: 1056.74.
## Fixed bandwidth: 4897.35 AICc value: 1056.73.
## Fixed bandwidth: 5007.73 AICc value: 1056.73.
## Fixed bandwidth: 5075.94 AICc value: 1056.72.
## Fixed bandwidth: 5118.1 AICc value: 1056.72.
## Fixed bandwidth: 5144.16 AICc value: 1056.72.
## Fixed bandwidth: 5160.26 AICc value: 1056.72.
## Fixed bandwidth: 5170.21 AICc value: 1056.72.
## Fixed bandwidth: 5176.37 AICc value: 1056.72.
## Fixed bandwidth: 5180.17 AICc value: 1056.72.
## Fixed bandwidth: 5182.52 AICc value: 1056.72.
## The newly selected bandwidth for variable: X2_sanitasi is 5182.52
## The bandwidth used in the last iteration is: 5182.52 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 196 change of RSS (dCVR) is 0.00549882.
## Iteration 197
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.91.
## Fixed bandwidth: 1981.64 AICc value: 1057.27.
## Fixed bandwidth: 3962.24 AICc value: 1056.83.
## Fixed bandwidth: 4429.8 AICc value: 1056.79.
## Fixed bandwidth: 4718.76 AICc value: 1056.77.
## Fixed bandwidth: 4897.35 AICc value: 1056.76.
## Fixed bandwidth: 5007.73 AICc value: 1056.76.
## Fixed bandwidth: 5075.94 AICc value: 1056.76.
## Fixed bandwidth: 5118.1 AICc value: 1056.75.
## Fixed bandwidth: 5144.16 AICc value: 1056.75.
## Fixed bandwidth: 5160.26 AICc value: 1056.75.
## Fixed bandwidth: 5170.21 AICc value: 1056.75.
## Fixed bandwidth: 5176.37 AICc value: 1056.75.
## Fixed bandwidth: 5180.17 AICc value: 1056.75.
## Fixed bandwidth: 5182.52 AICc value: 1056.75.
## The newly selected bandwidth for variable: X2_sanitasi is 5182.52
## The bandwidth used in the last iteration is: 5182.52 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 197 change of RSS (dCVR) is 0.00415451.
## Iteration 198
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.95.
## Fixed bandwidth: 1981.64 AICc value: 1057.31.
## Fixed bandwidth: 3962.24 AICc value: 1056.85.
## Fixed bandwidth: 4429.8 AICc value: 1056.82.
## Fixed bandwidth: 4718.76 AICc value: 1056.8.
## Fixed bandwidth: 4897.35 AICc value: 1056.79.
## Fixed bandwidth: 5007.73 AICc value: 1056.78.
## Fixed bandwidth: 5075.94 AICc value: 1056.78.
## Fixed bandwidth: 5118.1 AICc value: 1056.78.
## Fixed bandwidth: 5144.16 AICc value: 1056.78.
## Fixed bandwidth: 5160.26 AICc value: 1056.78.
## Fixed bandwidth: 5170.21 AICc value: 1056.78.
## Fixed bandwidth: 5176.37 AICc value: 1056.78.
## Fixed bandwidth: 5180.17 AICc value: 1056.78.
## Fixed bandwidth: 5182.52 AICc value: 1056.78.
## Fixed bandwidth: 5183.97 AICc value: 1056.78.
## The newly selected bandwidth for variable: X2_sanitasi is 5183.97
## The bandwidth used in the last iteration is: 5182.52 and the difference in bandwidths is: 1.45205
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 198 change of RSS (dCVR) is 0.00464529.
## Iteration 199
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.98.
## Fixed bandwidth: 1981.64 AICc value: 1057.35.
## Fixed bandwidth: 3962.24 AICc value: 1056.88.
## Fixed bandwidth: 4429.8 AICc value: 1056.84.
## Fixed bandwidth: 4718.76 AICc value: 1056.82.
## Fixed bandwidth: 4897.35 AICc value: 1056.81.
## Fixed bandwidth: 5007.73 AICc value: 1056.81.
## Fixed bandwidth: 5075.94 AICc value: 1056.8.
## Fixed bandwidth: 5118.1 AICc value: 1056.8.
## Fixed bandwidth: 5144.16 AICc value: 1056.8.
## Fixed bandwidth: 5160.26 AICc value: 1056.8.
## Fixed bandwidth: 5170.21 AICc value: 1056.8.
## Fixed bandwidth: 5176.37 AICc value: 1056.8.
## Fixed bandwidth: 5180.17 AICc value: 1056.8.
## Fixed bandwidth: 5182.52 AICc value: 1056.8.
## Fixed bandwidth: 5183.97 AICc value: 1056.8.
## The newly selected bandwidth for variable: X2_sanitasi is 5183.97
## The bandwidth used in the last iteration is: 5183.97 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 199 change of RSS (dCVR) is 0.00492195.
## Iteration 200
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.
## Fixed bandwidth: 1981.64 AICc value: 1057.38.
## Fixed bandwidth: 3962.24 AICc value: 1056.9.
## Fixed bandwidth: 4429.8 AICc value: 1056.86.
## Fixed bandwidth: 4718.76 AICc value: 1056.84.
## Fixed bandwidth: 4897.35 AICc value: 1056.83.
## Fixed bandwidth: 5007.73 AICc value: 1056.83.
## Fixed bandwidth: 5075.94 AICc value: 1056.82.
## Fixed bandwidth: 5118.1 AICc value: 1056.82.
## Fixed bandwidth: 5144.16 AICc value: 1056.82.
## Fixed bandwidth: 5160.26 AICc value: 1056.82.
## Fixed bandwidth: 5170.21 AICc value: 1056.82.
## Fixed bandwidth: 5176.37 AICc value: 1056.82.
## Fixed bandwidth: 5180.17 AICc value: 1056.82.
## Fixed bandwidth: 5182.52 AICc value: 1056.82.
## Fixed bandwidth: 5183.97 AICc value: 1056.82.
## The newly selected bandwidth for variable: X2_sanitasi is 5183.97
## The bandwidth used in the last iteration is: 5183.97 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 200 change of RSS (dCVR) is 0.00493549.
## Iteration 201
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.02.
## Fixed bandwidth: 1981.64 AICc value: 1057.4.
## Fixed bandwidth: 3962.24 AICc value: 1056.92.
## Fixed bandwidth: 4429.8 AICc value: 1056.88.
## Fixed bandwidth: 4718.76 AICc value: 1056.86.
## Fixed bandwidth: 4897.35 AICc value: 1056.85.
## Fixed bandwidth: 5007.73 AICc value: 1056.84.
## Fixed bandwidth: 5075.94 AICc value: 1056.84.
## Fixed bandwidth: 5118.1 AICc value: 1056.84.
## Fixed bandwidth: 5144.16 AICc value: 1056.84.
## Fixed bandwidth: 5160.26 AICc value: 1056.84.
## Fixed bandwidth: 5170.21 AICc value: 1056.83.
## Fixed bandwidth: 5176.37 AICc value: 1056.83.
## Fixed bandwidth: 5180.17 AICc value: 1056.83.
## Fixed bandwidth: 5182.52 AICc value: 1056.83.
## Fixed bandwidth: 5183.97 AICc value: 1056.83.
## The newly selected bandwidth for variable: X2_sanitasi is 5183.97
## The bandwidth used in the last iteration is: 5183.97 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Iteration 201 change of RSS (dCVR) is 0.00475254.
## Iteration 202
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.04.
## Fixed bandwidth: 1981.64 AICc value: 1057.42.
## Fixed bandwidth: 3962.24 AICc value: 1056.94.
## Fixed bandwidth: 4429.8 AICc value: 1056.9.
## Fixed bandwidth: 4718.76 AICc value: 1056.88.
## Fixed bandwidth: 4897.35 AICc value: 1056.87.
## Fixed bandwidth: 5007.73 AICc value: 1056.86.
## Fixed bandwidth: 5075.94 AICc value: 1056.86.
## Fixed bandwidth: 5118.1 AICc value: 1056.85.
## Fixed bandwidth: 5144.16 AICc value: 1056.85.
## Fixed bandwidth: 5160.26 AICc value: 1056.85.
## Fixed bandwidth: 5170.21 AICc value: 1056.85.
## Fixed bandwidth: 5176.37 AICc value: 1056.85.
## Fixed bandwidth: 5180.17 AICc value: 1056.85.
## Fixed bandwidth: 5182.52 AICc value: 1056.85.
## Fixed bandwidth: 5183.97 AICc value: 1056.85.
## The newly selected bandwidth for variable: X2_sanitasi is 5183.97
## The bandwidth used in the last iteration is: 5183.97 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 4 times. It will be continually optimized in the next 1 times
## Iteration 202 change of RSS (dCVR) is 0.00445174.
## Iteration 203
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.06.
## Fixed bandwidth: 1981.64 AICc value: 1057.44.
## Fixed bandwidth: 3962.24 AICc value: 1056.95.
## Fixed bandwidth: 4429.8 AICc value: 1056.91.
## Fixed bandwidth: 4718.76 AICc value: 1056.89.
## Fixed bandwidth: 4897.35 AICc value: 1056.88.
## Fixed bandwidth: 5007.73 AICc value: 1056.87.
## Fixed bandwidth: 5075.94 AICc value: 1056.87.
## Fixed bandwidth: 5118.1 AICc value: 1056.87.
## Fixed bandwidth: 5144.16 AICc value: 1056.86.
## Fixed bandwidth: 5160.26 AICc value: 1056.86.
## Fixed bandwidth: 5170.21 AICc value: 1056.86.
## Fixed bandwidth: 5176.37 AICc value: 1056.86.
## Fixed bandwidth: 5180.17 AICc value: 1056.86.
## Fixed bandwidth: 5182.52 AICc value: 1056.86.
## Fixed bandwidth: 5183.97 AICc value: 1056.86.
## The newly selected bandwidth for variable: X2_sanitasi is 5183.97
## The bandwidth used in the last iteration is: 5183.97 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged and will be kept the same in the following iterations.
## Iteration 203 change of RSS (dCVR) is 0.00407984.
## Iteration 204
## Iteration 204 change of RSS (dCVR) is 0.00366426.
## Iteration 205
## Iteration 205 change of RSS (dCVR) is 0.0032203.
## Iteration 206
## Iteration 206 change of RSS (dCVR) is 0.00275465.
## Iteration 207
## Iteration 207 change of RSS (dCVR) is 0.00226568.
## Iteration 208
## Iteration 208 change of RSS (dCVR) is 0.00173838.
## Iteration 209
## Iteration 209 change of RSS (dCVR) is 0.00111673.
## Iteration 210
## Iteration 210 change of RSS (dCVR) is 0.000460552.
## Iteration 211
## Iteration 211 change of RSS (dCVR) is 0.00117643.
## Iteration 212
## Iteration 212 change of RSS (dCVR) is 0.00151672.
## Iteration 213
## Iteration 213 change of RSS (dCVR) is 0.00173037.
## Iteration 214
## Iteration 214 change of RSS (dCVR) is 0.00187003.
## Iteration 215
## Iteration 215 change of RSS (dCVR) is 0.00195928.
## Iteration 216
## Iteration 216 change of RSS (dCVR) is 0.00201164.
## Iteration 217
## Iteration 217 change of RSS (dCVR) is 0.00203596.
## Iteration 218
## Iteration 218 change of RSS (dCVR) is 0.00203852.
## Iteration 219
## Iteration 219 change of RSS (dCVR) is 0.00202401.
## Iteration 220
## Iteration 220 change of RSS (dCVR) is 0.00199606.
## Iteration 221
## Iteration 221 change of RSS (dCVR) is 0.00195755.
## Iteration 222
## Iteration 222 change of RSS (dCVR) is 0.00191078.
## Iteration 223
## Iteration 223 change of RSS (dCVR) is 0.00185767.
## Iteration 224
## Iteration 224 change of RSS (dCVR) is 0.00179975.
## Iteration 225
## Iteration 225 change of RSS (dCVR) is 0.00173833.
## Iteration 226
## Iteration 226 change of RSS (dCVR) is 0.00167447.
## Iteration 227
## Iteration 227 change of RSS (dCVR) is 0.00160906.
## Iteration 228
## Iteration 228 change of RSS (dCVR) is 0.00154285.
## Iteration 229
## Iteration 229 change of RSS (dCVR) is 0.00147643.
## Iteration 230
## Iteration 230 change of RSS (dCVR) is 0.00141033.
## Iteration 231
## Iteration 231 change of RSS (dCVR) is 0.00134496.
## Iteration 232
## Iteration 232 change of RSS (dCVR) is 0.00128067.
## Iteration 233
## Iteration 233 change of RSS (dCVR) is 0.00121772.
## Iteration 234
## Iteration 234 change of RSS (dCVR) is 0.00115634.
## Iteration 235
## Iteration 235 change of RSS (dCVR) is 0.00109671.
## Iteration 236
## Iteration 236 change of RSS (dCVR) is 0.00103896.
## Iteration 237
## Iteration 237 change of RSS (dCVR) is 0.000983175.
## Iteration 238
## Iteration 238 change of RSS (dCVR) is 0.00092944.
## Iteration 239
## Iteration 239 change of RSS (dCVR) is 0.000877795.
## Iteration 240
## Iteration 240 change of RSS (dCVR) is 0.000828262.
## Iteration 241
## Iteration 241 change of RSS (dCVR) is 0.000780847.
## Iteration 242
## Iteration 242 change of RSS (dCVR) is 0.00073554.
## Iteration 243
## Iteration 243 change of RSS (dCVR) is 0.000692318.
## Iteration 244
## Iteration 244 change of RSS (dCVR) is 0.000651148.
## Iteration 245
## Iteration 245 change of RSS (dCVR) is 0.000611989.
## Iteration 246
## Iteration 246 change of RSS (dCVR) is 0.000574792.
## Iteration 247
## Iteration 247 change of RSS (dCVR) is 0.000539504.
## Iteration 248
## Iteration 248 change of RSS (dCVR) is 0.000506065.
## Iteration 249
## Iteration 249 change of RSS (dCVR) is 0.000474415.
## Iteration 250
## Iteration 250 change of RSS (dCVR) is 0.000444489.
## Iteration 251
## Iteration 251 change of RSS (dCVR) is 0.000416221.
## Iteration 252
## Iteration 252 change of RSS (dCVR) is 0.000389545.
## Iteration 253
## Iteration 253 change of RSS (dCVR) is 0.000364395.
## Iteration 254
## Iteration 254 change of RSS (dCVR) is 0.000340702.
## Iteration 255
## Iteration 255 change of RSS (dCVR) is 0.000318403.
## Iteration 256
## Iteration 256 change of RSS (dCVR) is 0.00029743.
## Iteration 257
## Iteration 257 change of RSS (dCVR) is 0.00027772.
## Iteration 258
## Iteration 258 change of RSS (dCVR) is 0.00025921.
## Iteration 259
## Iteration 259 change of RSS (dCVR) is 0.00024184.
## Iteration 260
## Iteration 260 change of RSS (dCVR) is 0.00022555.
## Iteration 261
## Iteration 261 change of RSS (dCVR) is 0.000210283.
## Iteration 262
## Iteration 262 change of RSS (dCVR) is 0.000195984.
## Iteration 263
## Iteration 263 change of RSS (dCVR) is 0.000182598.
## Iteration 264
## Iteration 264 change of RSS (dCVR) is 0.000170075.
## Iteration 265
## Iteration 265 change of RSS (dCVR) is 0.000158366.
## Iteration 266
## Iteration 266 change of RSS (dCVR) is 0.000147424.
## Iteration 267
## Iteration 267 change of RSS (dCVR) is 0.000137203.
## Iteration 268
## Iteration 268 change of RSS (dCVR) is 0.000127661.
## Iteration 269
## Iteration 269 change of RSS (dCVR) is 0.000118756.
## Iteration 270
## Iteration 270 change of RSS (dCVR) is 0.000110451.
## Iteration 271
## Iteration 271 change of RSS (dCVR) is 0.000102708.
## Iteration 272
## Iteration 272 change of RSS (dCVR) is 9.54922e-05.
## Iteration 273
## Iteration 273 change of RSS (dCVR) is 8.877e-05.
## Iteration 274
## Iteration 274 change of RSS (dCVR) is 8.25104e-05.
## Iteration 275
## Iteration 275 change of RSS (dCVR) is 7.66835e-05.
## Iteration 276
## Iteration 276 change of RSS (dCVR) is 7.12613e-05.
## Iteration 277
## Iteration 277 change of RSS (dCVR) is 6.62174e-05.
## Iteration 278
## Iteration 278 change of RSS (dCVR) is 6.15268e-05.
## Iteration 279
## Iteration 279 change of RSS (dCVR) is 5.71661e-05.
## Iteration 280
## Iteration 280 change of RSS (dCVR) is 5.31132e-05.
## Iteration 281
## Iteration 281 change of RSS (dCVR) is 4.93473e-05.
## Iteration 282
## Iteration 282 change of RSS (dCVR) is 4.58489e-05.
## Iteration 283
## Iteration 283 change of RSS (dCVR) is 4.25998e-05.
## Iteration 284
## Iteration 284 change of RSS (dCVR) is 3.95827e-05.
## Iteration 285
## Iteration 285 change of RSS (dCVR) is 3.67815e-05.
## Iteration 286
## Iteration 286 change of RSS (dCVR) is 3.41813e-05.
## Iteration 287
## Iteration 287 change of RSS (dCVR) is 3.1768e-05.
## Iteration 288
## Iteration 288 change of RSS (dCVR) is 2.95282e-05.
## Iteration 289
## Iteration 289 change of RSS (dCVR) is 2.74499e-05.
## Iteration 290
## Iteration 290 change of RSS (dCVR) is 2.55214e-05.
## Iteration 291
## Iteration 291 change of RSS (dCVR) is 2.37321e-05.
## Iteration 292
## Iteration 292 change of RSS (dCVR) is 2.2072e-05.
## Iteration 293
## Iteration 293 change of RSS (dCVR) is 2.05316e-05.
## Iteration 294
## Iteration 294 change of RSS (dCVR) is 1.91025e-05.
## Iteration 295
## Iteration 295 change of RSS (dCVR) is 1.77764e-05.
## Iteration 296
## Iteration 296 change of RSS (dCVR) is 1.65459e-05.
## Iteration 297
## Iteration 297 change of RSS (dCVR) is 1.54039e-05.
## Iteration 298
## Iteration 298 change of RSS (dCVR) is 1.43441e-05.
## Iteration 299
## Iteration 299 change of RSS (dCVR) is 1.33603e-05.
## Iteration 300
## Iteration 300 change of RSS (dCVR) is 1.2447e-05.
## Iteration 301
## Iteration 301 change of RSS (dCVR) is 1.1599e-05.
## Iteration 302
## Iteration 302 change of RSS (dCVR) is 1.08114e-05.
## Iteration 303
## Iteration 303 change of RSS (dCVR) is 1.00798e-05.
## Iteration 304
## Iteration 304 change of RSS (dCVR) is 9.40014e-06.save_txt(MGWR, "28_MGWR_summary.txt")
saveRDS(MGWR, file.path(OUT, "28_MGWR_object.rds")) # agar tidak perlu hitung ulang#============================================================== # 12. BANDWIDTH MGWR #==============================================================
BW_FINAL <- MGWR$GW.arguments$bws
if(is.null(BW_FINAL)) BW_FINAL <- MGWR$bws.vars
if(is.null(BW_FINAL)) stop("Bandwidth tidak ditemukan. Jalankan str(MGWR$GW.arguments).")
BW_TABLE <- data.frame(
parameter = c("Intercept", xvars),
bandwidth = as.numeric(BW_FINAL)
)
BW_TABLE$persen_dari_n <- round(100 * BW_TABLE$bandwidth / n, 1)
write.csv(BW_TABLE, file.path(OUT, "29_MGWR_bandwidth.csv"), row.names = FALSE)
print(BW_TABLE)## parameter bandwidth persen_dari_n
## 1 Intercept 121.3649 23.6
## 2 X1_miskin 262.4950 51.1
## 3 X2_sanitasi 5183.9682 1008.6
## 4 X3_merokok 757.5595 147.4
## 5 X4_hunian 338.3136 65.8if(length(unique(round(BW_TABLE$bandwidth, 3))) == 1){
warning("Semua bandwidth MGWR sama. Periksa konvergensi/pengaturan bw.seled.")
}
bw_plot <- BW_TABLE %>% filter(parameter != "Intercept") %>%
ggplot(aes(x = reorder(parameter, bandwidth), y = bandwidth)) +
geom_col() + coord_flip() + theme_minimal() +
labs(title = "Bandwidth akhir MGWR", x = NULL, y = "Bandwidth fixed (satuan jarak sesuai GWmodel)")
ggsave(file.path(MAP, "MGWR_bandwidth.png"), bw_plot, width = 8, height = 5, dpi = 300)#============================================================== # 13. KOEFISIEN LOKAL, SE, T, SIGNIFIKANSI + KOREKSI FDR #==============================================================
MGWR_DF <- as.data.frame(MGWR$SDF)
MGWR_DF$id <- mdat$id; MGWR_DF$wilayah <- mdat$wilayah
write.csv(MGWR_DF, file.path(OUT, "30_MGWR_all_local_results.csv"), row.names = FALSE)
writeLines(names(MGWR_DF), file.path(OUT, "31_MGWR_columns.txt"))
local_table <- data.frame(id = mdat$id, wilayah = mdat$wilayah)
sig_rows <- list()
for(v in xvars){
c_col <- find_col(MGWR_DF, v)
se_col <- find_col(MGWR_DF, c(paste0(v, "_SE"), paste0(v, ".SE")))
t_col <- find_col(MGWR_DF, c(paste0(v, "_TV"), paste0(v, ".TV"), paste0(v, "_t")))
if(is.na(c_col)) stop("Kolom koefisien ", v, " tidak ditemukan. Lihat 31_MGWR_columns.txt")
b <- MGWR_DF[[c_col]]
tv <- if(!is.na(t_col)) MGWR_DF[[t_col]] else if(!is.na(se_col)) b / MGWR_DF[[se_col]] else rep(NA_real_, n)
if(all(is.na(tv))) warning("t-value untuk ", v, " tidak tersedia; signifikansi tidak dapat dihitung.")
# P-value dua sisi berbasis pendekatan normal untuk statistik t lokal
p_raw <- 2 * pnorm(-abs(tv))
p_raw[!is.finite(p_raw)] <- NA_real_
sig <- abs(tv) > T_CRIT
local_table[[paste0(v, "_coef")]] <- b
local_table[[paste0(v, "_t")]] <- tv
local_table[[paste0(v, "_p_raw")]] <- p_raw
local_table[[paste0(v, "_sig")]] <- sig
local_table[[paste0(v, "_coef_sig")]] <- ifelse(sig, b, NA_real_)
sig_rows[[v]] <- data.frame(
variable = v,
bandwidth = BW_TABLE$bandwidth[BW_TABLE$parameter == v],
coef_min = min(b, na.rm = TRUE), coef_Q1 = unname(quantile(b, .25, na.rm = TRUE)),
coef_median = median(b, na.rm = TRUE), coef_mean = mean(b, na.rm = TRUE),
coef_Q3 = unname(quantile(b, .75, na.rm = TRUE)), coef_max = max(b, na.rm = TRUE),
n_sig_uncorrected = sum(sig, na.rm = TRUE),
n_sig_positif_uncorrected = sum(sig & b > 0, na.rm = TRUE),
n_sig_negatif_uncorrected = sum(sig & b < 0, na.rm = TRUE),
persen_sig_uncorrected = round(100 * mean(sig, na.rm = TRUE), 1),
n_sig_t1645 = sum(abs(tv) > 1.645, na.rm = TRUE),
n_sig_t2576 = sum(abs(tv) > 2.576, na.rm = TRUE)
)
}
# Koreksi Benjamini-Hochberg (FDR) untuk seluruh p-value lokal yang valid
p_cols <- paste0(xvars, "_p_raw")
p_all <- unlist(local_table[p_cols], use.names = FALSE)
p_adj_all <- rep(NA_real_, length(p_all))
valid_p <- is.finite(p_all)
p_adj_all[valid_p] <- p.adjust(p_all[valid_p], method = "BH")
idx_start <- 1L
for(v in xvars){
p_raw <- local_table[[paste0(v, "_p_raw")]]
idx_end <- idx_start + length(p_raw) - 1L
p_adj <- p_adj_all[idx_start:idx_end]
local_table[[paste0(v, "_p_BH")]] <- p_adj
local_table[[paste0(v, "_sig_BH")]] <- !is.na(p_adj) & p_adj < 0.05
local_table[[paste0(v, "_coef_sig_BH")]] <- ifelse(
local_table[[paste0(v, "_sig_BH")]], local_table[[paste0(v, "_coef")]], NA_real_
)
idx_start <- idx_end + 1L
}
sig_table <- do.call(rbind, lapply(xvars, function(v){
b <- local_table[[paste0(v, "_coef")]]
tv <- local_table[[paste0(v, "_t")]]
sig_bh <- local_table[[paste0(v, "_sig_BH")]]
data.frame(
variable = v,
bandwidth = BW_TABLE$bandwidth[BW_TABLE$parameter == v],
coef_min = min(b, na.rm = TRUE), coef_Q1 = unname(quantile(b, .25, na.rm = TRUE)),
coef_median = median(b, na.rm = TRUE), coef_mean = mean(b, na.rm = TRUE),
coef_Q3 = unname(quantile(b, .75, na.rm = TRUE)), coef_max = max(b, na.rm = TRUE),
n_sig_BH = sum(sig_bh, na.rm = TRUE),
n_sig_positif_BH = sum(sig_bh & b > 0, na.rm = TRUE),
n_sig_negatif_BH = sum(sig_bh & b < 0, na.rm = TRUE),
persen_sig_BH = round(100 * mean(sig_bh, na.rm = TRUE), 1),
n_sig_t1645 = sum(abs(tv) > 1.645, na.rm = TRUE),
n_sig_t2576 = sum(abs(tv) > 2.576, na.rm = TRUE)
)
}))
write.csv(local_table, file.path(OUT, "32_MGWR_coef_t_signifikansi.csv"), row.names = FALSE)
write.csv(sig_table, file.path(OUT, "33_MGWR_ringkasan_koefisien.csv"), row.names = FALSE)
print(sig_table, digits = 3)## variable bandwidth coef_min coef_Q1 coef_median coef_mean coef_Q3 coef_max
## 1 X1_miskin 262 -0.794 -0.5371 -0.382 -0.423 -0.314 -0.0849
## 2 X2_sanitasi 5184 -0.179 -0.1766 -0.173 -0.172 -0.169 -0.1596
## 3 X3_merokok 758 -0.356 -0.3303 -0.278 -0.255 -0.206 0.0352
## 4 X4_hunian 338 -0.138 -0.0331 0.080 0.124 0.192 0.6796
## n_sig_BH n_sig_positif_BH n_sig_negatif_BH persen_sig_BH n_sig_t1645
## 1 470 0 470 91.4 482
## 2 496 0 496 96.5 514
## 3 471 0 471 91.6 474
## 4 122 122 0 23.7 153
## n_sig_t2576
## 1 448
## 2 0
## 3 466
## 4 93#============================================================== # 14. RESIDUAL MGWR #==============================================================
res_col_m <- find_col(MGWR_DF, "residual")
fit_col_m <- find_col(MGWR_DF, c("yhat", "fitted"))
MGWR_RESID <- if(!is.na(res_col_m)) MGWR_DF[[res_col_m]] else
if(!is.na(fit_col_m)) mdat$Y_model - MGWR_DF[[fit_col_m]] else rep(NA_real_, n)
GWR_RESID <- if(!is.na(res_col_g)) GWR_DF[[res_col_g]] else rep(NA_real_, n)
if(all(is.finite(MGWR_RESID))){
save_txt(moran.test(MGWR_RESID, listw_knn, randomisation = TRUE,
alternative = "two.sided", zero.policy = TRUE), "34_Moran_MGWR_residual.txt")
}#============================================================== # 15. PERBANDINGAN MODEL: OLS vs GWR vs MGWR #==============================================================
GWR_DIAG <- GWR$GW.diagnostic
MGWR_DIAG <- MGWR$GW.diagnostic
writeLines(capture.output(str(GWR_DIAG)), file.path(OUT, "35_GWR_diag_structure.txt"))
writeLines(capture.output(str(MGWR_DIAG)), file.path(OUT, "36_MGWR_diag_structure.txt"))
tss <- sum((mdat$Y_model - mean(mdat$Y_model))^2)
rmse_fun <- function(r) {
r <- as.numeric(r)
if (!length(r) || any(!is.finite(r))) return(NA_real_)
sqrt(mean(r^2))
}
rss_fun <- function(r) {
r <- as.numeric(r)
if (!length(r) || any(!is.finite(r))) return(NA_real_)
sum(r^2)
}
res_ols <- as.numeric(residuals(OLS))
rss_ols <- rss_fun(res_ols)
rss_g <- rss_fun(GWR_RESID)
rss_m <- rss_fun(MGWR_RESID)
comparison <- data.frame(
model = c("OLS", "GWR", "MGWR"),
AICc = c(AICc_OLS, get_stat(GWR_DIAG, "AICc"), get_stat(MGWR_DIAG, "AICc")),
R2 = c(if(is.finite(rss_ols)) 1 - rss_ols/tss else NA_real_,
if(is.finite(rss_g)) 1 - rss_g/tss else NA_real_,
if(is.finite(rss_m)) 1 - rss_m/tss else NA_real_),
Adj_R2 = c(summary(OLS)$adj.r.squared,
get_stat(GWR_DIAG, c("gwR2.adj", "R2adj")),
get_stat(MGWR_DIAG, c("gwR2.adj", "R2adj"))),
RSS = c(rss_ols, rss_g, rss_m),
RMSE_standardized_or_model_scale = c(rmse_fun(res_ols), rmse_fun(GWR_RESID), rmse_fun(MGWR_RESID))
)
writeLines(
"Catatan: RMSE pada tabel berada pada skala respons model. Karena STANDARDIZE=TRUE, nilai ini berada pada skala Y terstandarisasi, bukan TB rate asli.",
file.path(OUT, "37a_catatan_RMSE.txt")
)
write.csv(comparison, file.path(OUT, "37_perbandingan_model.csv"), row.names = FALSE)
print(comparison, digits = 4)## model AICc R2 Adj_R2 RSS RMSE_standardized_or_model_scale
## 1 OLS 1459 0.02052 0.01282 502.5 0.9887
## 2 GWR 1260 0.51863 0.38500 246.9 0.6931
## 3 MGWR 1231 0.54583 0.41573 233.0 0.6733# RMSE pada skala TB rate asli dihitung dari fitted values yang tersedia.
# Ini tetap evaluasi in-sample; bukan estimasi performa prediksi out-of-sample.
fit_ols_original <- if (STANDARDIZE) {
as.numeric(fitted(OLS)) * sd(data$Y_TB) + mean(data$Y_TB)
} else as.numeric(fitted(OLS))
fit_gwr_model <- mdat$Y_model - as.numeric(GWR_RESID)
fit_mgwr_model <- mdat$Y_model - as.numeric(MGWR_RESID)
if (Y_TRANSFORM == "raw") {
fit_gwr_original <- if (STANDARDIZE) fit_gwr_model * sd(data$Y_TB) + mean(data$Y_TB) else fit_gwr_model
fit_mgwr_original <- if (STANDARDIZE) fit_mgwr_model * sd(data$Y_TB) + mean(data$Y_TB) else fit_mgwr_model
rmse_original <- data.frame(
model = c("OLS", "GWR", "MGWR"),
RMSE_TB_rate_original_scale = c(
sqrt(mean((data$Y_TB - fit_ols_original)^2, na.rm = TRUE)),
sqrt(mean((data$Y_TB - fit_gwr_original)^2, na.rm = TRUE)),
sqrt(mean((data$Y_TB - fit_mgwr_original)^2, na.rm = TRUE))
)
)
write.csv(rmse_original, file.path(OUT, "37b_RMSE_skala_TB_asli.csv"), row.names = FALSE)
} else {
writeLines("RMSE skala TB asli tidak dihitung otomatis karena Y_TRANSFORM='log'; lakukan back-transform dengan mempertimbangkan bias retransformation.",
file.path(OUT, "37b_RMSE_skala_TB_asli.txt"))
}#============================================================== # 16. PETA HASIL MGWR #==============================================================
poly_result <- left_join(analysis_poly, local_table, by = c("id", "wilayah"))
poly_result$resid_MGWR <- MGWR_RESID
for(v in xvars){
save_map(poly_result, paste0(v, "_coef"), paste("Koefisien lokal MGWR -", v),
paste0("MGWR_koef_", v, ".png"), diverging = TRUE, legend = "Koefisien")
save_map(poly_result, paste0(v, "_coef_sig_BH"), paste("Koefisien MGWR signifikan setelah koreksi FDR -", v),
paste0("MGWR_koef_signifikan_", v, ".png"), diverging = TRUE, legend = "Koefisien")
save_map(poly_result, paste0(v, "_t"), paste("Pseudo-t lokal MGWR -", v),
paste0("MGWR_t_", v, ".png"), diverging = TRUE, legend = "t")
}
save_map(poly_result, "resid_MGWR", "Residual MGWR", "MGWR_residual.png",
diverging = TRUE, legend = "Residual")
st_write(poly_result, file.path(OUT, "38_MGWR_polygon_results.gpkg"),
delete_dsn = TRUE, quiet = TRUE)#============================================================== # 17. RINGKASAN #==============================================================
##
## ================ ANALISIS SELESAI ================## n = 514 | Y: raw | Standardisasi: TRUEcat("Kernel:", KERNEL, "| Bandwidth GWR:", BW_GWR, "| Mode bandwidth:", if (ADAPTIVE) "adaptive" else "fixed", "\n")## Kernel: exponential | Bandwidth GWR: 235.5415 | Mode bandwidth: fixed## parameter bandwidth persen_dari_n
## 1 Intercept 121.3649 23.6
## 2 X1_miskin 262.4950 51.1
## 3 X2_sanitasi 5183.9682 1008.6
## 4 X3_merokok 757.5595 147.4
## 5 X4_hunian 338.3136 65.8## model AICc R2 Adj_R2 RSS RMSE_standardized_or_model_scale
## 1 OLS 1459 0.02052 0.01282 502.5 0.9887
## 2 GWR 1260 0.51863 0.38500 246.9 0.6931
## 3 MGWR 1231 0.54583 0.41573 233.0 0.6733## Hasil di folder: hasil_MGWR_TBC#============================================================== # 18. VISUALISASI RINGKAS (dijalankan setelah ringkasan model) #==============================================================
if(!requireNamespace("tidyr", quietly = TRUE)) install.packages("tidyr")
library(tidyr)
theme_set(theme_minimal(base_size = 12))
lvl_model <- c("OLS", "GWR", "MGWR")
#--------------------------------------------------------------
# 19.2 Peta TB per kelas kuantil
#--------------------------------------------------------------
brk <- unique(quantile(data$Y_TB, probs = seq(0, 1, 0.2)))
analysis_poly$TB_kelas <- cut(analysis_poly$Y_TB, breaks = brk,
include.lowest = TRUE, dig.lab = 4)
p <- ggplot(analysis_poly) +
geom_sf(aes(fill = TB_kelas), color = "grey70", linewidth = 0.03) +
scale_fill_brewer(palette = "YlOrRd", na.value = "grey85") +
theme_void() +
labs(title = "TB rate per 100.000 penduduk (kelas kuantil)", fill = "Kelas")
ggsave(file.path(MAP, "V02_peta_TB_kuantil.png"), p, width = 12, height = 5.5, dpi = 300)
#--------------------------------------------------------------
# 19.4 Peta LISA untuk Y
#--------------------------------------------------------------
lisa <- localmoran(mdat$Y_model, listw_knn, zero.policy = TRUE)
zY <- as.numeric(scale(mdat$Y_model))
lagz <- as.numeric(lag.listw(listw_knn, zY, zero.policy = TRUE))
lisa_names <- colnames(lisa)
p_col <- grep("Pr\\(", lisa_names, value = TRUE)
if (!length(p_col)) p_col <- grep("p.value|pvalue", lisa_names, ignore.case = TRUE, value = TRUE)
if (!length(p_col)) stop("Kolom p-value LISA tidak ditemukan; periksa colnames(localmoran()).")
pv <- as.numeric(lisa[, p_col[1]])
pv_BH <- p.adjust(pv, method = "BH")
write.csv(data.frame(id = analysis_poly$id, wilayah = analysis_poly$wilayah,
p_value = pv, p_value_BH = pv_BH),
file.path(OUT, "40a_LISA_Y_pvalues.csv"), row.names = FALSE)
kat <- ifelse(pv_BH >= 0.05, "Tidak signifikan",
ifelse(zY > 0 & lagz > 0, "High-High",
ifelse(zY < 0 & lagz < 0, "Low-Low",
ifelse(zY > 0 & lagz < 0, "High-Low", "Low-High"))))
analysis_poly$LISA_Y <- factor(kat, levels = c("High-High", "Low-Low", "High-Low",
"Low-High", "Tidak signifikan"))
write.csv(table(analysis_poly$LISA_Y), file.path(OUT, "40_LISA_Y_ringkasan.csv"))
p <- ggplot(analysis_poly) +
geom_sf(aes(fill = LISA_Y), color = "grey70", linewidth = 0.03) +
scale_fill_manual(values = c("High-High" = "#d7191c", "Low-Low" = "#2c7bb6",
"High-Low" = "#fdae61", "Low-High" = "#abd9e9",
"Tidak signifikan" = "grey88"), drop = FALSE) +
theme_void() +
labs(title = "Peta klaster LISA - TB rate (KNN)",
subtitle = "Signifikansi berdasarkan p-value yang dikoreksi BH/FDR 5%", fill = "Klaster")
ggsave(file.path(MAP, "V05_peta_LISA_Y.png"), p, width = 12, height = 5.5, dpi = 300)
#--------------------------------------------------------------
# 19.5 Peta kategori signifikansi koefisien MGWR
#--------------------------------------------------------------
lv_sig <- c("Positif signifikan", "Negatif signifikan", "Tidak signifikan")
for(v in xvars){
b <- local_table[[paste0(v, "_coef")]]
sg <- local_table[[paste0(v, "_sig_BH")]]
poly_result$kat_sig <- factor(
ifelse(is.na(sg) | !sg, "Tidak signifikan",
ifelse(b > 0, "Positif signifikan", "Negatif signifikan")),
levels = lv_sig)
p <- ggplot(poly_result) +
geom_sf(aes(fill = kat_sig), color = "grey70", linewidth = 0.03) +
scale_fill_manual(values = c("Positif signifikan" = "#d7191c",
"Negatif signifikan" = "#2c7bb6",
"Tidak signifikan" = "grey88"), drop = FALSE) +
theme_void() +
labs(title = paste("Signifikansi koefisien lokal MGWR -", v),
subtitle = "Signifikan setelah koreksi Benjamini-Hochberg (FDR 5%)", fill = "")
ggsave(file.path(MAP, paste0("V06_signifikansi_", v, ".png")),
p, width = 12, height = 5.5, dpi = 300)
}
#--------------------------------------------------------------
# 19.7 Boxplot koefisien lokal MGWR + titik koefisien OLS
#--------------------------------------------------------------
kl <- local_table %>%
select(all_of(paste0(xvars, "_coef"))) %>%
pivot_longer(everything(), names_to = "variabel", values_to = "koef") %>%
mutate(variabel = sub("_coef$", "", variabel))
ols_b <- data.frame(variabel = xvars, ols = as.numeric(coef(OLS)[xvars]))
p <- ggplot(kl, aes(x = variabel, y = koef)) +
geom_boxplot(fill = "steelblue", alpha = 0.5, outlier.size = 0.8) +
geom_point(data = ols_b, aes(y = ols), color = "red", shape = 18, size = 4) +
geom_hline(yintercept = 0, linetype = 2) +
facet_wrap(~ variabel, scales = "free", nrow = 1) +
labs(title = "Sebaran koefisien lokal MGWR",
subtitle = "Belah ketupat merah = koefisien OLS (global)", x = NULL, y = "Koefisien") +
theme(axis.text.x = element_blank())
ggsave(file.path(MAP, "V08_boxplot_koefisien_MGWR.png"), p, width = 12, height = 5, dpi = 300)
#--------------------------------------------------------------
# 19.8 Koefisien GWR vs MGWR
#--------------------------------------------------------------
cmp <- do.call(rbind, lapply(xvars, function(v){
gc <- find_col(GWR_DF, v)
data.frame(variabel = v,
GWR = if(!is.na(gc)) GWR_DF[[gc]] else NA_real_,
MGWR = local_table[[paste0(v, "_coef")]])
}))
p <- ggplot(cmp, aes(GWR, MGWR)) +
geom_point(alpha = 0.4, size = 1) +
geom_abline(slope = 1, intercept = 0, color = "red") +
facet_wrap(~ variabel, scales = "free") +
labs(title = "Koefisien lokal: GWR vs MGWR",
subtitle = "Garis merah = y = x (kedua model identik)")
ggsave(file.path(MAP, "V09_koefisien_GWR_vs_MGWR.png"), p, width = 10, height = 7, dpi = 300)
#--------------------------------------------------------------
# Perbandingan model: AICc dan R2
# Metrik bersifat in-sample; evaluasi prediksi memerlukan validasi silang spasial.
#--------------------------------------------------------------
cmp_m <- comparison %>%
pivot_longer(c(AICc, R2), names_to = "metrik", values_to = "nilai") %>%
filter(is.finite(nilai)) %>%
mutate(model = factor(model, levels = lvl_model))
p <- ggplot(cmp_m, aes(model, nilai, fill = model)) +
geom_col(width = 0.6, show.legend = FALSE) +
geom_text(aes(label = round(nilai, 3)), vjust = -0.3, size = 3.5) +
scale_y_continuous(expand = expansion(mult = c(0, 0.12))) +
facet_wrap(~ metrik, scales = "free_y") +
labs(title = "Perbandingan model OLS, GWR, dan MGWR",
subtitle = "AICc lebih kecil dan R2 lebih besar = lebih baik", x = NULL, y = NULL)
ggsave(file.path(MAP, "V11_perbandingan_model.png"), p, width = 9, height = 5, dpi = 300)
#--------------------------------------------------------------
# 19.11 Peta residual OLS, GWR, MGWR berdampingan
#--------------------------------------------------------------
mk <- function(nm, r){
d <- analysis_poly[, "id"]
d$model <- nm
d$residual <- as.numeric(r)
d
}
res_all <- rbind(mk("OLS", residuals(OLS)), mk("GWR", GWR_RESID), mk("MGWR", MGWR_RESID))
res_all$model <- factor(res_all$model, levels = lvl_model)
lim_r <- max(abs(res_all$residual), na.rm = TRUE)
p <- ggplot(res_all) +
geom_sf(aes(fill = residual), color = NA) +
facet_wrap(~ model, ncol = 1) +
scale_fill_gradient2(low = "blue", mid = "white", high = "red", midpoint = 0,
limits = c(-lim_r, lim_r), na.value = "grey88") +
theme_void() +
labs(title = "Residual OLS, GWR, dan MGWR (skala sama)", fill = "Residual")
ggsave(file.path(MAP, "V12_peta_residual_3model.png"), p, width = 10, height = 14, dpi = 300)
#--------------------------------------------------------------
# 19.12 Observed vs fitted
#--------------------------------------------------------------
of <- data.frame(
model = factor(rep(lvl_model, each = n), levels = lvl_model),
observed = rep(mdat$Y_model, 3),
fitted = c(mdat$Y_model - as.numeric(residuals(OLS)),
mdat$Y_model - GWR_RESID,
mdat$Y_model - MGWR_RESID)
)
p <- ggplot(of, aes(fitted, observed)) +
geom_point(alpha = 0.4, size = 1) +
geom_abline(slope = 1, intercept = 0, color = "red") +
facet_wrap(~ model) +
labs(title = "Nilai observasi vs nilai prediksi",
subtitle = "Titik makin dekat garis merah = prediksi makin akurat",
x = "Prediksi", y = "Observasi")
ggsave(file.path(MAP, "V13_observed_vs_fitted.png"), p, width = 12, height = 4.5, dpi = 300)
#--------------------------------------------------------------
# 19.13 Peta local R2 GWR dan condition number lokal
#--------------------------------------------------------------
lr2 <- find_col(GWR_DF, "Local_R2")
if(!is.na(lr2)){
analysis_poly$GWR_localR2 <- GWR_DF[[lr2]]
save_map(analysis_poly, "GWR_localR2", "Local R2 - GWR", "V14_peta_local_R2_GWR.png",
legend = "Local R2")
}
if(exists("coll_df")){
cn <- find_col(coll_df, "local_CN")
if(!is.na(cn)){
analysis_poly$CN_lokal <- coll_df[[cn]]
analysis_poly$CN_kat <- factor(ifelse(analysis_poly$CN_lokal > 30,
"CN > 30 (bermasalah)", "CN <= 30"),
levels = c("CN <= 30", "CN > 30 (bermasalah)"))
p <- ggplot(analysis_poly) +
geom_sf(aes(fill = CN_kat), color = "grey70", linewidth = 0.03) +
scale_fill_manual(values = c("CN <= 30" = "grey88",
"CN > 30 (bermasalah)" = "#d7191c"), drop = FALSE) +
theme_void() +
labs(title = "Condition number lokal (diagnostik multikolinearitas)", fill = "")
ggsave(file.path(MAP, "V15_peta_condition_number.png"), p, width = 12, height = 5.5, dpi = 300)
}
}
cat("\nVisualisasi tambahan tersimpan di:", MAP, "\n")##
## Visualisasi tambahan tersimpan di: hasil_MGWR_TBC/peta