ResiPLS adalah sebuah package R implementasi dari Algoritma Partial Least Squares (PLS) yang ditambahkan sampai perhitungan residual gabungan (inner and outer residuals) untuk analisis Structural Equation Modeling Partial Least Squares (SEM-PLS).
ResiPLS is an R package implementation of the Partial Least Squares (PLS) algorithm that has been extended to include the calculation of combined residuals (inner and outer residuals) for Structural Equation Modeling Partial Least Squares (SEM-PLS) analysis.
Install package tersebut secara manual. Untuk memanggil package yang sudah terinstall dapat dilakukan dengan cara sebagai berikut:
Install the package manually. To call the installed package, follow these steps:
library(ResiPLS)Misalnya kita generate data dengan 5 indikator sebagai berikut:
For example, let’s generate data with the following 5 indicators:
data <- matrix(rnorm(100 * 5), ncol = 5)
print(head(data))## [,1] [,2] [,3] [,4] [,5]
## [1,] -2.05766657 -1.3968658 -1.2030271 -0.87821663 -1.0175243
## [2,] 0.38229499 0.3901022 1.4064407 -1.32389682 0.3464816
## [3,] 0.76838417 0.3944072 -1.3145050 -1.94422860 1.0364914
## [4,] 0.55320105 1.9746315 -0.2272972 0.11746472 -2.3804107
## [5,] -0.03392087 0.6553624 -0.2195048 -0.18947121 0.3254394
## [6,] 0.19809667 1.6512079 -0.3881075 0.08260164 -1.7130524Kemudian kita setting dahulu matrix outel modelnya dengan cara sebagai berikut:
Then we set the matrix output model first as follows:
matrix_outer_model <- matrix(c(2, 2, 2, 0, 0, 0, 0, 0, 2, 2), ncol = 2)
print(matrix_outer_model)## [,1] [,2]
## [1,] 2 0
## [2,] 2 0
## [3,] 2 0
## [4,] 0 2
## [5,] 0 2yang berarti bahwa variabel pertama memiliki 3 indikator yaitu indikator pertama, kedua dan ketiga. Sedangkan variabel kedua memiliki 2 indikator yaitu indikator keempat dan kelima. Angka 2 menunjukkan bahwa variabel laten tersebut diukur secara reflektif (jika formatif dapat menggunakan angka 3, sementara itu untuk single construct dapat menggunakan angka 1).
This means that the first variable has three indicators, namely the first, second, and third indicators. Meanwhile, the second variable has two indicators, namely the fourth and fifth indicators. The number 2 indicates that the latent variable is measured reflectively (if formative, the number 3 can be used, while for single constructs, the number 1 can be used).
Selanjutnya kita setting matrix inner model. Contohnya adalah sebagai berikut:
Next, we set the inner model matrix. An example is as follows:
matrix_inner_model <- matrix(c(0, 0, 1, 0), ncol = 2)
print(matrix_inner_model)## [,1] [,2]
## [1,] 0 1
## [2,] 0 0Selanjutnya kita buat data frame nama indikator serta data frame nama variabel laten.
Next, we create a data frame for indicator names and a data frame for latent variable names.
indicator <- data.frame(Indicator = c("X1.1","X1.2","X1.3","Y1.1","Y1.2"))
laten_variables <- data.frame(Variable = c("X1","Y1"))
print(indicator)## Indicator
## 1 X1.1
## 2 X1.2
## 3 X1.3
## 4 Y1.1
## 5 Y1.2print(laten_variables)## Variable
## 1 X1
## 2 Y1Selanjutnya menjalankan fungsi resiPLS, dengan cara sebagai berikut:
Next, execute the resiPLS function as follows:
result <- resipls(data = data,
matrix_outer_model = matrix_outer_model,
matrix_inner_model = matrix_inner_model,
inner_weight_scheme = "Centroid",
indicator = indicator,
laten_variables = laten_variables)## Banyak Indikator: 5
## Banyak Variabel Laten: 2
## Banyak Observasi: 100
## Standarisasi Data (Ringkasan 6 Baris):
## [,1] [,2] [,3] [,4] [,5]
## [1,] -2.0198382 -1.3261899 -1.2515226 -0.92574066 -1.0910658
## [2,] 0.4698593 0.3129944 1.5454294 -1.38115865 0.1818421
## [3,] 0.8638184 0.3169434 -1.3710100 -2.01504425 0.8257681
## [4,] 0.6442490 1.7664819 -0.2056888 0.09169565 -2.3629290
## [5,] 0.0451593 0.5563174 -0.1973366 -0.22194663 0.1622053
## [6,] 0.2819063 1.4698056 -0.3780530 0.05607083 -1.7401416
## Peta Indikator Ke Variabel Laten (berdasarkan urutan kolom pada data):
## [[1]]
## [1] 1 2 3
##
## [[2]]
## [1] 4 5
##
## Peta Tipe Outer Model (1=Single Construct, 2=Reflective, 3=Formative):
## [[1]]
## [1] 2 2 2
##
## [[2]]
## [1] 2 2
##
## Daftar Indikator:
## Variabel Laten X1
## [,1] [,2] [,3]
## [1,] -2.0198382 -1.3261899 -1.2515226
## [2,] 0.4698593 0.3129944 1.5454294
## [3,] 0.8638184 0.3169434 -1.3710100
## [4,] 0.6442490 1.7664819 -0.2056888
## [5,] 0.0451593 0.5563174 -0.1973366
## [6,] 0.2819063 1.4698056 -0.3780530
##
## Variabel Laten Y1
## [,1] [,2]
## [1,] -0.92574066 -1.0910658
## [2,] -1.38115865 0.1818421
## [3,] -2.01504425 0.8257681
## [4,] 0.09169565 -2.3629290
## [5,] -0.22194663 0.1622053
## [6,] 0.05607083 -1.7401416
##
## Inisialisasi Weight:
## Variabel Laten Iterasi 1: X1
## [,1]
## [1,] 1
## [2,] 1
## [3,] 1
##
## Variabel Laten Iterasi 1: Y1
## [,1]
## [1,] 1
## [2,] 1
##
## Nilai f Iterasi 1:
## Variabel Laten X1
## [,1]
## [1,] 0.5406738
##
## Variabel Laten Y1
## [,1]
## [1,] 0.6833601
##
## Nilai Outer Weight Iterasi 1:
## Variabel Laten X1
## [,1]
## [1,] 0.5406738
## [2,] 0.5406738
## [3,] 0.5406738
##
## Variabel Laten Y1
## [,1]
## [1,] 0.6833601
## [2,] 0.6833601
##
## Hasil pendugaan Variabel Laten:
## Variabel Laten Iterasi 1: X1
## [,1]
## [1,] -2.4857752
## [2,] 1.2588417
## [3,] -0.1028622
## [4,] 1.1922085
## [5,] 0.2185080
## [6,] 0.7427014
##
## Variabel Laten Iterasi 1: Y1
## [,1]
## [1,] -1.37820513
## [2,] -0.81956514
## [3,] -0.81270389
## [4,] -1.55207032
## [5,] -0.04082487
## [6,] -1.15082683
##
## Hasil v iterasi 1 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 1 :
## Variabel Laten X1
## [,1]
## [1,] 1.37820513
## [2,] 0.81956514
## [3,] 0.81270389
## [4,] 1.55207032
## [5,] 0.04082487
## [6,] 1.15082683
##
## Variabel Laten Y1
## [,1]
## [1,] 2.4857752
## [2,] -1.2588417
## [3,] 0.1028622
## [4,] -1.1922085
## [5,] -0.2185080
## [6,] -0.7427014
##
## ---------------------------------------------------------------------
## Iteration: 2
## Weight Iteration 2 :
## Variabel Laten X1
## [,1]
## [1,] 0.07461851
## [2,] 0.14287789
## [3,] -0.18013551
##
## Variabel Laten Y1
## [,1]
## [1,] -0.07086935
## [2,] 0.10042924
##
## f iterasi 2 :
## Variabel Laten X1
## [,1]
## [1,] 4.339027
##
## Variabel Laten Y1
## [,1]
## [1,] 8.420922
##
## Outer Weight Iterasi 2 :
## Variabel Laten X1
## [,1]
## [1,] 0.3237717
## [2,] 0.6199510
## [3,] -0.7816128
##
## Variabel Laten Y1
## [,1]
## [1,] -0.5967852
## [2,] 0.8457068
##
## Hasil pendugaan Variabel Laten iterasi 2 :
## Variabel Laten X1
## [,1]
## [1,] -0.4979331
## [2,] -0.8617590
## [3,] 1.5477683
## [4,] 1.4644907
## [5,] 0.5137516
## [6,] 1.2979717
##
## Variabel Laten Y1
## [,1]
## [1,] -0.3702534
## [2,] 0.9780402
## [3,] 1.9009064
## [4,] -2.0530677
## [5,] 0.2696326
## [6,] -1.5051118
##
## Hasil v iterasi 2 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 2 :
## Variabel Laten X1
## [,1]
## [1,] 0.3702534
## [2,] -0.9780402
## [3,] -1.9009064
## [4,] 2.0530677
## [5,] -0.2696326
## [6,] 1.5051118
##
## Variabel Laten Y1
## [,1]
## [1,] 0.4979331
## [2,] 0.8617590
## [3,] -1.5477683
## [4,] -1.4644907
## [5,] -0.5137516
## [6,] -1.2979717
##
## ---------------------------------------------------------------------
## Iteration: 3
## Weight Iteration 3 :
## Variabel Laten X1
## [,1]
## [1,] 0.02797334
## [2,] 0.16710877
## [3,] 0.04023072
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1612165
## [2,] 0.2097926
##
## f iterasi 3 :
## Variabel Laten X1
## [,1]
## [1,] 5.671239
##
## Variabel Laten Y1
## [,1]
## [1,] 3.656689
##
## Outer Weight Iterasi 3 :
## Variabel Laten X1
## [,1]
## [1,] 0.1586435
## [2,] 0.9477138
## [3,] 0.2281580
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5895187
## [2,] 0.7671463
##
## Hasil pendugaan Variabel Laten iterasi 3 :
## Variabel Laten X1
## [,1]
## [1,] -1.8628275
## [2,] 0.7237714
## [3,] 0.1246039
## [4,] 1.7293957
## [5,] 0.4893700
## [6,] 1.3514219
##
## Variabel Laten Y1
## [,1]
## [1,] -1.38274853
## [2,] -0.67471945
## [3,] -0.55442143
## [4,] -1.75865585
## [5,] -0.00640654
## [6,] -1.30188833
##
## Hasil v iterasi 3 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 3 :
## Variabel Laten X1
## [,1]
## [1,] 1.38274853
## [2,] 0.67471945
## [3,] 0.55442143
## [4,] 1.75865585
## [5,] 0.00640654
## [6,] 1.30188833
##
## Variabel Laten Y1
## [,1]
## [1,] 1.8628275
## [2,] -0.7237714
## [3,] -0.1246039
## [4,] -1.7293957
## [5,] -0.4893700
## [6,] -1.3514219
##
## ---------------------------------------------------------------------
## Iteration: 4
## Weight Iteration 4 :
## Variabel Laten X1
## [,1]
## [1,] 0.07584064
## [2,] 0.15919998
## [3,] -0.16981625
##
## Variabel Laten Y1
## [,1]
## [1,] -0.02816316
## [2,] 0.18349229
##
## f iterasi 4 :
## Variabel Laten X1
## [,1]
## [1,] 4.271004
##
## Variabel Laten Y1
## [,1]
## [1,] 5.444779
##
## Outer Weight Iterasi 4 :
## Variabel Laten X1
## [,1]
## [1,] 0.3239156
## [2,] 0.6799437
## [3,] -0.7252858
##
## Variabel Laten Y1
## [,1]
## [1,] -0.1533422
## [2,] 0.9990750
##
## Hasil pendugaan Variabel Laten iterasi 4 :
## Variabel Laten X1
## [,1]
## [1,] -0.6482800
## [2,] -0.7558646
## [3,] 1.4896821
## [4,] 1.5589737
## [5,] 0.5360177
## [6,] 1.3648954
##
## Variabel Laten Y1
## [,1]
## [1,] -0.9481015
## [2,] 0.3934638
## [3,] 1.1339957
## [4,] -2.3748042
## [5,] 0.1960890
## [6,] -1.7471301
##
## Hasil v iterasi 4 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 4 :
## Variabel Laten X1
## [,1]
## [1,] 0.9481015
## [2,] -0.3934638
## [3,] -1.1339957
## [4,] 2.3748042
## [5,] -0.1960890
## [6,] 1.7471301
##
## Variabel Laten Y1
## [,1]
## [1,] 0.6482800
## [2,] 0.7558646
## [3,] -1.4896821
## [4,] -1.5589737
## [5,] -0.5360177
## [6,] -1.3648954
##
## ---------------------------------------------------------------------
## Iteration: 5
## Weight Iteration 5 :
## Variabel Laten X1
## [,1]
## [1,] 0.05766498
## [2,] 0.20112838
## [3,] -0.05311738
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1513509
## [2,] 0.2173694
##
## f iterasi 5 :
## Variabel Laten X1
## [,1]
## [1,] 4.687415
##
## Variabel Laten Y1
## [,1]
## [1,] 3.656143
##
## Outer Weight Iterasi 5 :
## Variabel Laten X1
## [,1]
## [1,] 0.2702997
## [2,] 0.9427721
## [3,] -0.2489832
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5533606
## [2,] 0.7947337
##
## Hasil pendugaan Variabel Laten iterasi 5 :
## Variabel Laten X1
## [,1]
## [1,] -1.48464831
## [2,] 0.03729929
## [3,] 0.87365372
## [4,] 1.89074324
## [5,] 0.58582053
## [6,] 1.55601979
##
## Variabel Laten Y1
## [,1]
## [1,] -1.379375148
## [2,] -0.619762792
## [3,] -0.458780403
## [4,] -1.827158464
## [5,] 0.006093457
## [6,] -1.351921734
##
## Hasil v iterasi 5 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 5 :
## Variabel Laten X1
## [,1]
## [1,] 1.379375148
## [2,] 0.619762792
## [3,] 0.458780403
## [4,] 1.827158464
## [5,] -0.006093457
## [6,] 1.351921734
##
## Variabel Laten Y1
## [,1]
## [1,] 1.48464831
## [2,] -0.03729929
## [3,] -0.87365372
## [4,] -1.89074324
## [5,] -0.58582053
## [6,] -1.55601979
##
## ---------------------------------------------------------------------
## Iteration: 6
## Weight Iteration 6 :
## Variabel Laten X1
## [,1]
## [1,] 0.07600831
## [2,] 0.16453878
## [3,] -0.16545894
##
## Variabel Laten Y1
## [,1]
## [1,] 0.06383363
## [2,] 0.22843008
##
## f iterasi 6 :
## Variabel Laten X1
## [,1]
## [1,] 4.255188
##
## Variabel Laten Y1
## [,1]
## [1,] 4.140971
##
## Outer Weight Iterasi 6 :
## Variabel Laten X1
## [,1]
## [1,] 0.3234297
## [2,] 0.7001435
## [3,] -0.7040590
##
## Variabel Laten Y1
## [,1]
## [1,] 0.2643332
## [2,] 0.9459222
##
## Hasil pendugaan Variabel Laten iterasi 6 :
## Variabel Laten X1
## [,1]
## [1,] -0.7006531
## [2,] -0.7169659
## [3,] 1.4665623
## [4,] 1.5899771
## [5,] 0.5430444
## [6,] 1.3864233
##
## Variabel Laten Y1
## [,1]
## [1,] -1.2767674
## [2,] -0.1930776
## [3,] 0.2484693
## [4,] -2.2109089
## [5,] 0.0947657
## [6,] -1.6312173
##
## Hasil v iterasi 6 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 6 :
## Variabel Laten X1
## [,1]
## [1,] 1.2767674
## [2,] 0.1930776
## [3,] -0.2484693
## [4,] 2.2109089
## [5,] -0.0947657
## [6,] 1.6312173
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7006531
## [2,] 0.7169659
## [3,] -1.4665623
## [4,] -1.5899771
## [5,] -0.5430444
## [6,] -1.3864233
##
## ---------------------------------------------------------------------
## Iteration: 7
## Weight Iteration 7 :
## Variabel Laten X1
## [,1]
## [1,] 0.07287213
## [2,] 0.19318537
## [3,] -0.12500178
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1475927
## [2,] 0.2197025
##
## f iterasi 7 :
## Variabel Laten X1
## [,1]
## [1,] 4.277812
##
## Variabel Laten Y1
## [,1]
## [1,] 3.660319
##
## Outer Weight Iterasi 7 :
## Variabel Laten X1
## [,1]
## [1,] 0.3117333
## [2,] 0.8264107
## [3,] -0.5347341
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5402364
## [2,] 0.8041812
##
## Hasil pendugaan Variabel Laten iterasi 7 :
## Variabel Laten X1
## [,1]
## [1,] -1.0563964
## [2,] -0.4212611
## [3,] 1.2643321
## [4,] 1.7706621
## [5,] 0.5793468
## [6,] 1.5047004
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37753343
## [2,] -0.59991825
## [3,] -0.42453312
## [4,] -1.85068573
## [5,] 0.01053877
## [6,] -1.36909766
##
## Hasil v iterasi 7 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 7 :
## Variabel Laten X1
## [,1]
## [1,] 1.37753343
## [2,] 0.59991825
## [3,] 0.42453312
## [4,] 1.85068573
## [5,] -0.01053877
## [6,] 1.36909766
##
## Variabel Laten Y1
## [,1]
## [1,] 1.0563964
## [2,] 0.4212611
## [3,] -1.2643321
## [4,] -1.7706621
## [5,] -0.5793468
## [6,] -1.5047004
##
## ---------------------------------------------------------------------
## Iteration: 8
## Weight Iteration 8 :
## Variabel Laten X1
## [,1]
## [1,] 0.07603264
## [2,] 0.16636210
## [3,] -0.16383146
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1170301
## [2,] 0.2307535
##
## f iterasi 8 :
## Variabel Laten X1
## [,1]
## [1,] 4.250677
##
## Variabel Laten Y1
## [,1]
## [1,] 3.759235
##
## Outer Weight Iterasi 8 :
## Variabel Laten X1
## [,1]
## [1,] 0.3231902
## [2,] 0.7071515
## [3,] -0.6963946
##
## Variabel Laten Y1
## [,1]
## [1,] 0.4399438
## [2,] 0.8674567
##
## Hasil pendugaan Variabel Laten iterasi 8 :
## Variabel Laten X1
## [,1]
## [1,] -0.7190555
## [2,] -0.7030403
## [3,] 1.4580687
## [4,] 1.6006259
## [5,] 0.5454198
## [6,] 1.3937587
##
## Variabel Laten Y1
## [,1]
## [1,] -1.35372623
## [2,] -0.44989209
## [3,] -0.17018817
## [4,] -2.00939767
## [5,] 0.04306199
## [6,] -1.48482950
##
## Hasil v iterasi 8 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 8 :
## Variabel Laten X1
## [,1]
## [1,] 1.35372623
## [2,] 0.44989209
## [3,] 0.17018817
## [4,] 2.00939767
## [5,] -0.04306199
## [6,] 1.48482950
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7190555
## [2,] 0.7030403
## [3,] -1.4580687
## [4,] -1.6006259
## [5,] -0.5454198
## [6,] -1.3937587
##
## ---------------------------------------------------------------------
## Iteration: 9
## Weight Iteration 9 :
## Variabel Laten X1
## [,1]
## [1,] 0.07564255
## [2,] 0.17849047
## [3,] -0.15067048
##
## Variabel Laten Y1
## [,1]
## [1,] 0.146231
## [2,] 0.220483
##
## f iterasi 9 :
## Variabel Laten X1
## [,1]
## [1,] 4.235365
##
## Variabel Laten Y1
## [,1]
## [1,] 3.662349
##
## Outer Weight Iterasi 9 :
## Variabel Laten X1
## [,1]
## [1,] 0.3203738
## [2,] 0.7559723
## [3,] -0.6381445
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5355488
## [2,] 0.8074856
##
## Hasil pendugaan Variabel Laten iterasi 9 :
## Variabel Laten X1
## [,1]
## [1,] -0.8510139
## [2,] -0.5990615
## [3,] 1.3912478
## [4,] 1.6730711
## [5,] 0.5609576
## [6,] 1.4427002
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37679930
## [2,] -0.59284305
## [3,] -0.41235870
## [4,] -1.85892375
## [5,] 0.01211516
## [6,] -1.37511070
##
## Hasil v iterasi 9 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 9 :
## Variabel Laten X1
## [,1]
## [1,] 1.37679930
## [2,] 0.59284305
## [3,] 0.41235870
## [4,] 1.85892375
## [5,] -0.01211516
## [6,] 1.37511070
##
## Variabel Laten Y1
## [,1]
## [1,] 0.8510139
## [2,] 0.5990615
## [3,] -1.3912478
## [4,] -1.6730711
## [5,] -0.5609576
## [6,] -1.4427002
##
## ---------------------------------------------------------------------
## Iteration: 10
## Weight Iteration 10 :
## Variabel Laten X1
## [,1]
## [1,] 0.07603681
## [2,] 0.16699918
## [3,] -0.16324449
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1358071
## [2,] 0.2254519
##
## f iterasi 10 :
## Variabel Laten X1
## [,1]
## [1,] 4.249217
##
## Variabel Laten Y1
## [,1]
## [1,] 3.686
##
## Outer Weight Iterasi 10 :
## Variabel Laten X1
## [,1]
## [1,] 0.3230969
## [2,] 0.7096157
## [3,] -0.6936612
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5005851
## [2,] 0.8310157
##
## Hasil pendugaan Variabel Laten iterasi 10 :
## Variabel Laten X1
## [,1]
## [1,] -0.7255559
## [2,] -0.6980886
## [3,] 1.4550216
## [4,] 1.6043566
## [5,] 0.5462471
## [6,] 1.3963210
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37010473
## [2,] -0.54027379
## [3,] -0.32247482
## [4,] -1.91772954
## [5,] 0.02369194
## [6,] -1.41801672
##
## Hasil v iterasi 10 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 10 :
## Variabel Laten X1
## [,1]
## [1,] 1.37010473
## [2,] 0.54027379
## [3,] 0.32247482
## [4,] 1.91772954
## [5,] -0.02369194
## [6,] 1.41801672
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7255559
## [2,] 0.6980886
## [3,] -1.4550216
## [4,] -1.6043566
## [5,] -0.5462471
## [6,] -1.3963210
##
## ---------------------------------------------------------------------
## Iteration: 11
## Weight Iteration 11 :
## Variabel Laten X1
## [,1]
## [1,] 0.0759958
## [2,] 0.1715250
## [3,] -0.1587757
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1457447
## [2,] 0.2207537
##
## f iterasi 11 :
## Variabel Laten X1
## [,1]
## [1,] 4.24073
##
## Variabel Laten Y1
## [,1]
## [1,] 3.663137
##
## Outer Weight Iterasi 11 :
## Variabel Laten X1
## [,1]
## [1,] 0.3222777
## [2,] 0.7273913
## [3,] -0.6733251
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5338830
## [2,] 0.8086512
##
## Hasil pendugaan Variabel Laten iterasi 11 :
## Variabel Laten X1
## [,1]
## [1,] -0.7729262
## [2,] -0.6614818
## [3,] 1.4320667
## [4,] 1.6310460
## [5,] 0.5520859
## [6,] 1.4145285
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37652888
## [2,] -0.59033028
## [3,] -0.40803941
## [4,] -1.86183070
## [5,] 0.01267396
## [6,] -1.37723239
##
## Hasil v iterasi 11 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 11 :
## Variabel Laten X1
## [,1]
## [1,] 1.37652888
## [2,] 0.59033028
## [3,] 0.40803941
## [4,] 1.86183070
## [5,] -0.01267396
## [6,] 1.37723239
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7729262
## [2,] 0.6614818
## [3,] -1.4320667
## [4,] -1.6310460
## [5,] -0.5520859
## [6,] -1.4145285
##
## ---------------------------------------------------------------------
## Iteration: 12
## Weight Iteration 12 :
## Variabel Laten X1
## [,1]
## [1,] 0.07603773
## [2,] 0.16722382
## [3,] -0.16303519
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1421178
## [2,] 0.2226470
##
## f iterasi 12 :
## Variabel Laten X1
## [,1]
## [1,] 4.248717
##
## Variabel Laten Y1
## [,1]
## [1,] 3.670032
##
## Outer Weight Iterasi 12 :
## Variabel Laten X1
## [,1]
## [1,] 0.3230628
## [2,] 0.7104867
## [3,] -0.6926903
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5215769
## [2,] 0.8171217
##
## Hasil pendugaan Variabel Laten iterasi 12 :
## Variabel Laten X1
## [,1]
## [1,] -0.7278571
## [2,] -0.6963316
## [3,] 1.4539370
## [4,] 1.6056733
## [5,] 0.5465385
## [6,] 1.3972244
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37437849
## [2,] -0.57179339
## [3,] -0.37624755
## [4,] -1.88297418
## [5,] 0.01677919
## [6,] -1.39266219
##
## Hasil v iterasi 12 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 12 :
## Variabel Laten X1
## [,1]
## [1,] 1.37437849
## [2,] 0.57179339
## [3,] 0.37624755
## [4,] 1.88297418
## [5,] -0.01677919
## [6,] 1.39266219
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7278571
## [2,] 0.6963316
## [3,] -1.4539370
## [4,] -1.6056733
## [5,] -0.5465385
## [6,] -1.3972244
##
## ---------------------------------------------------------------------
## Iteration: 13
## Weight Iteration 13 :
## Variabel Laten X1
## [,1]
## [1,] 0.07603548
## [2,] 0.16885494
## [3,] -0.16147766
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1455719
## [2,] 0.2208489
##
## f iterasi 13 :
## Variabel Laten X1
## [,1]
## [1,] 4.245324
##
## Variabel Laten Y1
## [,1]
## [1,] 3.663426
##
## Outer Weight Iterasi 13 :
## Variabel Laten X1
## [,1]
## [1,] 0.3227953
## [2,] 0.7168440
## [3,] -0.6855250
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5332920
## [2,] 0.8090637
##
## Hasil pendugaan Variabel Laten iterasi 13 :
## Variabel Laten X1
## [,1]
## [1,] -0.7447154
## [2,] -0.6833940
## [3,] 1.4458971
## [4,] 1.6152572
## [5,] 0.5486491
## [6,] 1.4037841
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37643175
## [2,] -0.58943902
## [3,] -0.40650796
## [4,] -1.86285941
## [5,] 0.01287202
## [6,] -1.37798320
##
## Hasil v iterasi 13 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 13 :
## Variabel Laten X1
## [,1]
## [1,] 1.37643175
## [2,] 0.58943902
## [3,] 0.40650796
## [4,] 1.86285941
## [5,] -0.01287202
## [6,] 1.37798320
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7447154
## [2,] 0.6833940
## [3,] -1.4458971
## [4,] -1.6152572
## [5,] -0.5486491
## [6,] -1.4037841
##
## ---------------------------------------------------------------------
## Iteration: 14
## Weight Iteration 14 :
## Variabel Laten X1
## [,1]
## [1,] 0.07603798
## [2,] 0.16730329
## [3,] -0.16296084
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1442956
## [2,] 0.2215365
##
## f iterasi 14 :
## Variabel Laten X1
## [,1]
## [1,] 4.248542
##
## Variabel Laten Y1
## [,1]
## [1,] 3.665681
##
## Outer Weight Iterasi 14 :
## Variabel Laten X1
## [,1]
## [1,] 0.3230506
## [2,] 0.7107950
## [3,] -0.6923459
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5289416
## [2,] 0.8120819
##
## Hasil pendugaan Variabel Laten iterasi 14 :
## Variabel Laten X1
## [,1]
## [1,] -0.7286724
## [2,] -0.6957086
## [3,] 1.4535520
## [4,] 1.6061393
## [5,] 0.5466415
## [6,] 1.3975440
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37569758
## [2,] -0.58288162
## [3,] -0.39524936
## [4,] -1.87039032
## [5,] 0.01432716
## [6,] -1.38347938
##
## Hasil v iterasi 14 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 14 :
## Variabel Laten X1
## [,1]
## [1,] 1.37569758
## [2,] 0.58288162
## [3,] 0.39524936
## [4,] 1.87039032
## [5,] -0.01432716
## [6,] 1.38347938
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7286724
## [2,] 0.6957086
## [3,] -1.4535520
## [4,] -1.6061393
## [5,] -0.5466415
## [6,] -1.3975440
##
## ---------------------------------------------------------------------
## Iteration: 15
## Weight Iteration 15 :
## Variabel Laten X1
## [,1]
## [1,] 0.07603873
## [2,] 0.16788475
## [3,] -0.16241217
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1455106
## [2,] 0.2208826
##
## f iterasi 15 :
## Variabel Laten X1
## [,1]
## [1,] 4.247291
##
## Variabel Laten Y1
## [,1]
## [1,] 3.663529
##
## Outer Weight Iterasi 15 :
## Variabel Laten X1
## [,1]
## [1,] 0.3229586
## [2,] 0.7130554
## [3,] -0.6898118
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5330824
## [2,] 0.8092097
##
## Hasil pendugaan Variabel Laten iterasi 15 :
## Variabel Laten X1
## [,1]
## [1,] -0.7346560
## [2,] -0.6911279
## [3,] 1.4507146
## [4,] 1.6095517
## [5,] 0.5473947
## [6,] 1.3998823
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37639716
## [2,] -0.58912304
## [3,] -0.40596508
## [4,] -1.86322383
## [5,] 0.01294223
## [6,] -1.37824917
##
## Hasil v iterasi 15 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 15 :
## Variabel Laten X1
## [,1]
## [1,] 1.37639716
## [2,] 0.58912304
## [3,] 0.40596508
## [4,] 1.86322383
## [5,] -0.01294223
## [6,] 1.37824917
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7346560
## [2,] 0.6911279
## [3,] -1.4507146
## [4,] -1.6095517
## [5,] -0.5473947
## [6,] -1.3998823
##
## ---------------------------------------------------------------------
## Iteration: 16
## Weight Iteration 16 :
## Variabel Laten X1
## [,1]
## [1,] 0.07603807
## [2,] 0.16733144
## [3,] -0.16293447
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1450594
## [2,] 0.2211283
##
## f iterasi 16 :
## Variabel Laten X1
## [,1]
## [1,] 4.24848
##
## Variabel Laten Y1
## [,1]
## [1,] 3.664304
##
## Outer Weight Iterasi 16 :
## Variabel Laten X1
## [,1]
## [1,] 0.3230462
## [2,] 0.7109043
## [3,] -0.6922238
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5315419
## [2,] 0.8102815
##
## Hasil pendugaan Variabel Laten iterasi 16 :
## Variabel Laten X1
## [,1]
## [1,] -0.7289613
## [2,] -0.6954877
## [3,] 1.4534155
## [4,] 1.6063044
## [5,] 0.5466780
## [6,] 1.3976572
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37614046
## [2,] -0.58680045
## [3,] -0.40197582
## [4,] -1.86589769
## [5,] 0.01345799
## [6,] -1.38020065
##
## Hasil v iterasi 16 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 16 :
## Variabel Laten X1
## [,1]
## [1,] 1.37614046
## [2,] 0.58680045
## [3,] 0.40197582
## [4,] 1.86589769
## [5,] -0.01345799
## [6,] 1.38020065
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7289613
## [2,] 0.6954877
## [3,] -1.4534155
## [4,] -1.6063044
## [5,] -0.5466780
## [6,] -1.3976572
##
## ---------------------------------------------------------------------
## Iteration: 17
## Weight Iteration 17 :
## Variabel Laten X1
## [,1]
## [1,] 0.07603852
## [2,] 0.16753795
## [3,] -0.16274042
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1454889
## [2,] 0.2208945
##
## f iterasi 17 :
## Variabel Laten X1
## [,1]
## [1,] 4.248031
##
## Variabel Laten Y1
## [,1]
## [1,] 3.663565
##
## Outer Weight Iterasi 17 :
## Variabel Laten X1
## [,1]
## [1,] 0.3230140
## [2,] 0.7117063
## [3,] -0.6913263
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5330081
## [2,] 0.8092615
##
## Hasil pendugaan Variabel Laten iterasi 17 :
## Variabel Laten X1
## [,1]
## [1,] -0.7310832
## [2,] -0.6938648
## [3,] 1.4524114
## [4,] 1.6075159
## [5,] 0.5469456
## [6,] 1.3984876
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37638488
## [2,] -0.58901103
## [3,] -0.40577265
## [4,] -1.86335297
## [5,] 0.01296711
## [6,] -1.37834342
##
## Hasil v iterasi 17 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 17 :
## Variabel Laten X1
## [,1]
## [1,] 1.37638488
## [2,] 0.58901103
## [3,] 0.40577265
## [4,] 1.86335297
## [5,] -0.01296711
## [6,] 1.37834342
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7310832
## [2,] 0.6938648
## [3,] -1.4524114
## [4,] -1.6075159
## [5,] -0.5469456
## [6,] -1.3984876
##
## ---------------------------------------------------------------------
## Iteration: 18
## Weight Iteration 18 :
## Variabel Laten X1
## [,1]
## [1,] 0.07603809
## [2,] 0.16734142
## [3,] -0.16292512
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1453291
## [2,] 0.2209819
##
## f iterasi 18 :
## Variabel Laten X1
## [,1]
## [1,] 4.248458
##
## Variabel Laten Y1
## [,1]
## [1,] 3.663837
##
## Outer Weight Iterasi 18 :
## Variabel Laten X1
## [,1]
## [1,] 0.3230447
## [2,] 0.7109430
## [3,] -0.6921806
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5324623
## [2,] 0.8096417
##
## Hasil pendugaan Variabel Laten iterasi 18 :
## Variabel Laten X1
## [,1]
## [1,] -0.7290637
## [2,] -0.6954094
## [3,] 1.4533671
## [4,] 1.6063629
## [5,] 0.5466909
## [6,] 1.3976973
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37629434
## [2,] -0.58818801
## [3,] -0.40435884
## [4,] -1.86430128
## [5,] 0.01314992
## [6,] -1.37903554
##
## Hasil v iterasi 18 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 18 :
## Variabel Laten X1
## [,1]
## [1,] 1.37629434
## [2,] 0.58818801
## [3,] 0.40435884
## [4,] 1.86430128
## [5,] -0.01314992
## [6,] 1.37903554
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7290637
## [2,] 0.6954094
## [3,] -1.4533671
## [4,] -1.6063629
## [5,] -0.5466909
## [6,] -1.3976973
##
## ---------------------------------------------------------------------
## Iteration: 19
## Weight Iteration 19 :
## Variabel Laten X1
## [,1]
## [1,] 0.07603828
## [2,] 0.16741467
## [3,] -0.16285640
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1454812
## [2,] 0.2208987
##
## f iterasi 19 :
## Variabel Laten X1
## [,1]
## [1,] 4.248298
##
## Variabel Laten Y1
## [,1]
## [1,] 3.663578
##
## Outer Weight Iterasi 19 :
## Variabel Laten X1
## [,1]
## [1,] 0.3230333
## [2,] 0.7112274
## [3,] -0.6918625
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5329818
## [2,] 0.8092799
##
## Hasil pendugaan Variabel Laten iterasi 19 :
## Variabel Laten X1
## [,1]
## [1,] -0.7298159
## [2,] -0.6948343
## [3,] 1.4530114
## [4,] 1.6067926
## [5,] 0.5467859
## [6,] 1.3979918
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37638052
## [2,] -0.58897133
## [3,] -0.40570444
## [4,] -1.86339874
## [5,] 0.01297593
## [6,] -1.37837683
##
## Hasil v iterasi 19 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 19 :
## Variabel Laten X1
## [,1]
## [1,] 1.37638052
## [2,] 0.58897133
## [3,] 0.40570444
## [4,] 1.86339874
## [5,] -0.01297593
## [6,] 1.37837683
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7298159
## [2,] 0.6948343
## [3,] -1.4530114
## [4,] -1.6067926
## [5,] -0.5467859
## [6,] -1.3979918
##
## ---------------------------------------------------------------------
## Iteration: 20
## Weight Iteration 20 :
## Variabel Laten X1
## [,1]
## [1,] 0.0760381
## [2,] 0.1673450
## [3,] -0.1629218
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1454246
## [2,] 0.2209297
##
## f iterasi 20 :
## Variabel Laten X1
## [,1]
## [1,] 4.24845
##
## Variabel Laten Y1
## [,1]
## [1,] 3.663674
##
## Outer Weight Iterasi 20 :
## Variabel Laten X1
## [,1]
## [1,] 0.3230441
## [2,] 0.7109567
## [3,] -0.6921652
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5327884
## [2,] 0.8094146
##
## Hasil pendugaan Variabel Laten iterasi 20 :
## Variabel Laten X1
## [,1]
## [1,] -0.7291000
## [2,] -0.6953817
## [3,] 1.4533500
## [4,] 1.6063837
## [5,] 0.5466955
## [6,] 1.3977115
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37634849
## [2,] -0.58867964
## [3,] -0.40520334
## [4,] -1.86373494
## [5,] 0.01304073
## [6,] -1.37862220
##
## Hasil v iterasi 20 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 20 :
## Variabel Laten X1
## [,1]
## [1,] 1.37634849
## [2,] 0.58867964
## [3,] 0.40520334
## [4,] 1.86373494
## [5,] -0.01304073
## [6,] 1.37862220
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7291000
## [2,] 0.6953817
## [3,] -1.4533500
## [4,] -1.6063837
## [5,] -0.5466955
## [6,] -1.3977115
##
## ---------------------------------------------------------------------
## Iteration: 21
## Weight Iteration 21 :
## Variabel Laten X1
## [,1]
## [1,] 0.07603817
## [2,] 0.16737092
## [3,] -0.16289746
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1454785
## [2,] 0.2209002
##
## f iterasi 21 :
## Variabel Laten X1
## [,1]
## [1,] 4.248394
##
## Variabel Laten Y1
## [,1]
## [1,] 3.663583
##
## Outer Weight Iterasi 21 :
## Variabel Laten X1
## [,1]
## [1,] 0.3230401
## [2,] 0.7110576
## [3,] -0.6920525
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5329725
## [2,] 0.8092864
##
## Hasil pendugaan Variabel Laten iterasi 21 :
## Variabel Laten X1
## [,1]
## [1,] -0.7293667
## [2,] -0.6951778
## [3,] 1.4532239
## [4,] 1.6065360
## [5,] 0.5467292
## [6,] 1.3978159
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37637898
## [2,] -0.58895726
## [3,] -0.40568027
## [4,] -1.86341496
## [5,] 0.01297906
## [6,] -1.37838867
##
## Hasil v iterasi 21 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 21 :
## Variabel Laten X1
## [,1]
## [1,] 1.37637898
## [2,] 0.58895726
## [3,] 0.40568027
## [4,] 1.86341496
## [5,] -0.01297906
## [6,] 1.37838867
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7293667
## [2,] 0.6951778
## [3,] -1.4532239
## [4,] -1.6065360
## [5,] -0.5467292
## [6,] -1.3978159
##
## ---------------------------------------------------------------------
## Iteration: 22
## Weight Iteration 22 :
## Variabel Laten X1
## [,1]
## [1,] 0.07603811
## [2,] 0.16734621
## [3,] -0.16292063
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1454584
## [2,] 0.2209112
##
## f iterasi 22 :
## Variabel Laten X1
## [,1]
## [1,] 4.248448
##
## Variabel Laten Y1
## [,1]
## [1,] 3.663617
##
## Outer Weight Iterasi 22 :
## Variabel Laten X1
## [,1]
## [1,] 0.3230439
## [2,] 0.7109616
## [3,] -0.6921598
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5329039
## [2,] 0.8093341
##
## Hasil pendugaan Variabel Laten iterasi 22 :
## Variabel Laten X1
## [,1]
## [1,] -0.7291129
## [2,] -0.6953719
## [3,] 1.4533439
## [4,] 1.6063910
## [5,] 0.5466971
## [6,] 1.3977165
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37636763
## [2,] -0.58885387
## [3,] -0.40550266
## [4,] -1.86353413
## [5,] 0.01300202
## [6,] -1.37847565
##
## Hasil v iterasi 22 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 22 :
## Variabel Laten X1
## [,1]
## [1,] 1.37636763
## [2,] 0.58885387
## [3,] 0.40550266
## [4,] 1.86353413
## [5,] -0.01300202
## [6,] 1.37847565
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7291129
## [2,] 0.6953719
## [3,] -1.4533439
## [4,] -1.6063910
## [5,] -0.5466971
## [6,] -1.3977165
##
## ---------------------------------------------------------------------
## Iteration: 23
## Weight Iteration 23 :
## Variabel Laten X1
## [,1]
## [1,] 0.07603813
## [2,] 0.16735541
## [3,] -0.16291200
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1454775
## [2,] 0.2209008
##
## f iterasi 23 :
## Variabel Laten X1
## [,1]
## [1,] 4.248427
##
## Variabel Laten Y1
## [,1]
## [1,] 3.663585
##
## Outer Weight Iterasi 23 :
## Variabel Laten X1
## [,1]
## [1,] 0.3230425
## [2,] 0.7109973
## [3,] -0.6921198
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5329692
## [2,] 0.8092887
##
## Hasil pendugaan Variabel Laten iterasi 23 :
## Variabel Laten X1
## [,1]
## [1,] -0.7292074
## [2,] -0.6952996
## [3,] 1.4532992
## [4,] 1.6064450
## [5,] 0.5467091
## [6,] 1.3977536
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37637843
## [2,] -0.58895227
## [3,] -0.40567170
## [4,] -1.86342071
## [5,] 0.01298017
## [6,] -1.37839287
##
## Hasil v iterasi 23 :
## [,1] [,2]
## [1,] 0 -1
## [2,] -1 0
##
## Hasil Y Inside Approximation Iterasi 23 :
## Variabel Laten X1
## [,1]
## [1,] 1.37637843
## [2,] 0.58895227
## [3,] 0.40567170
## [4,] 1.86342071
## [5,] -0.01298017
## [6,] 1.37839287
##
## Variabel Laten Y1
## [,1]
## [1,] 0.7292074
## [2,] 0.6952996
## [3,] -1.4532992
## [4,] -1.6064450
## [5,] -0.5467091
## [6,] -1.3977536
##
## ---------------------------------------------------------------------
## Iteration: 24
## Weight Iteration 24 :
## Variabel Laten X1
## [,1]
## [1,] 0.07603811
## [2,] 0.16734665
## [3,] -0.16292022
##
## Variabel Laten Y1
## [,1]
## [1,] 0.1454704
## [2,] 0.2209047
##
## f iterasi 24 :
## Variabel Laten X1
## [,1]
## [1,] 4.248447
##
## Variabel Laten Y1
## [,1]
## [1,] 3.663597
##
## Outer Weight Iterasi 24 :
## Variabel Laten X1
## [,1]
## [1,] 0.3230438
## [2,] 0.7109633
## [3,] -0.6921579
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5329449
## [2,] 0.8093056
##
## Hasil pendugaan Variabel Laten iterasi 24 :
## Variabel Laten X1
## [,1]
## [1,] -0.7291174
## [2,] -0.6953684
## [3,] 1.4533417
## [4,] 1.6063936
## [5,] 0.5466977
## [6,] 1.3977183
##
## Variabel Laten Y1
## [,1]
## [1,] -1.37637441
## [2,] -0.58891563
## [3,] -0.40560874
## [4,] -1.86346295
## [5,] 0.01298831
## [6,] -1.37842370
##
## Daftar kolom eksogen:
## Variabel Laten X1
## NULL
##
## Variabel Laten Y1
## [1] 1
##
## Eksogen:
## Variabel Laten X1
## NULL
##
## Variabel Laten Y1
## [,1]
## [1,] -0.7291174
## [2,] -0.6953684
## [3,] 1.4533417
## [4,] 1.6063936
## [5,] 0.5466977
## [6,] 1.3977183
##
## Koefisien Jalur:
## Variabel Laten X1
## NULL
##
## Variabel Laten Y1
## [,1]
## [1,] -0.2563077
##
## Outer Loading:
## Variabel Laten X1
## [,1]
## [1,] 0.2102753
## [2,] 0.7046436
## [3,] -0.6228291
##
## Variabel Laten Y1
## [,1]
## [1,] 0.5901686
## [2,] 0.8469886
##
## Inner Residual:
## [,1]
## [1,] -1.56325282
## [2,] -0.76714388
## [3,] -0.03310609
## [4,] -1.45173192
## [5,] 0.15311113
## [6,] -1.02017774
##
## Outer Residual:
## [,1] [,2] [,3] [,4] [,5]
## [1,] -1.86652277 -0.8124219 -1.7056382 -0.1134477 0.07470769
## [2,] 0.61607808 0.8029813 1.1123337 -1.0335991 0.68064691
## [3,] 0.55821650 -0.7071445 -0.4658264 -1.7756667 1.16931411
## [4,] 0.30646407 0.6345469 0.7948200 1.1914530 -0.78459703
## [5,] -0.06979775 0.1710903 0.1431627 -0.2296119 0.15120431
## [6,] -0.01199944 0.4849123 0.4924867 0.8695732 -0.57263239
##
## Matriks Residual Gabungan:
## [,1] [,2] [,3] [,4] [,5] [,6]
## [1,] -1.86652277 -0.8124219 -1.7056382 -0.1134477 0.07470769 -1.56325282
## [2,] 0.61607808 0.8029813 1.1123337 -1.0335991 0.68064691 -0.76714388
## [3,] 0.55821650 -0.7071445 -0.4658264 -1.7756667 1.16931411 -0.03310609
## [4,] 0.30646407 0.6345469 0.7948200 1.1914530 -0.78459703 -1.45173192
## [5,] -0.06979775 0.1710903 0.1431627 -0.2296119 0.15120431 0.15311113
## [6,] -0.01199944 0.4849123 0.4924867 0.8695732 -0.57263239 -1.02017774
##
## m:
## Variabel Laten X1
## [,1]
## [1,] -1.510944e-15
## [2,] 7.554721e-16
## [3,] 2.945344e-15
##
## Variabel Laten Y1
## [,1]
## [1,] -2.327999e-15
## [2,] -2.046974e-16
##
## nx:
## Variabel Laten X1
## [,1]
## [1,] -1.989631e-15
##
## Variabel Laten Y1
## [,1]
## [1,] -1.406358e-15
##
## p0:
## Variabel Laten X1
## [,1]
## [1,] -1.092574e-15
## [2,] 2.157453e-15
## [3,] 1.706143e-15
##
## Variabel Laten Y1
## [,1]
## [1,] -1.498011e-15
## [2,] 9.864717e-16
##
## b0:
## Variabel Laten X1
## NULL
##
## Variabel Laten Y1
## [,1]
## [1,] -1.56325282
## [2,] -0.76714388
## [3,] -0.03310609
## [4,] -1.45173192
## [5,] 0.15311113
## [6,] -1.02017774