BIC values
attributes(m1)$mclust_output$BIC
## Bayesian Information Criterion (BIC):
## EEI
## 2 -1042.968
##
## Top 3 models based on the BIC criterion:
## EEI,2
## -1042.968
attributes(m2)$mclust_output$BIC
## Bayesian Information Criterion (BIC):
## EEE
## 2 -688.0972
##
## Top 3 models based on the BIC criterion:
## EEE,2
## -688.0972
attributes(m3)$mclust_output$BIC
## Bayesian Information Criterion (BIC):
## VVV
## 2 -574.0178
##
## Top 3 models based on the BIC criterion:
## VVV,2
## -574.0178
Means and variances
attributes(m1)$mclust_output$parameters$mean
## [,1] [,2]
## Sepal.Length 5.0061539 6.265225
## Sepal.Width 3.4228599 2.873128
## Petal.Length 1.4707236 4.910661
## Petal.Width 0.2502327 1.677627
attributes(m1)$mclust_output$parameters$variance$sigma
## , , 1
##
## Sepal.Length Sepal.Width Petal.Length Petal.Width
## Sepal.Length 0.3279229 0.000000 0.0000000 0.0000000
## Sepal.Width 0.0000000 0.121381 0.0000000 0.0000000
## Petal.Length 0.0000000 0.000000 0.4590494 0.0000000
## Petal.Width 0.0000000 0.000000 0.0000000 0.1231837
##
## , , 2
##
## Sepal.Length Sepal.Width Petal.Length Petal.Width
## Sepal.Length 0.3279229 0.000000 0.0000000 0.0000000
## Sepal.Width 0.0000000 0.121381 0.0000000 0.0000000
## Petal.Length 0.0000000 0.000000 0.4590494 0.0000000
## Petal.Width 0.0000000 0.000000 0.0000000 0.1231837
attributes(m2)$mclust_output$parameters$mean
## [,1] [,2]
## Sepal.Length 5.0060053 6.261998
## Sepal.Width 3.4280015 2.871999
## Petal.Length 1.4620132 4.905995
## Petal.Width 0.2460059 1.675998
attributes(m2)$mclust_output$parameters$variance$sigma
## , , 1
##
## Sepal.Length Sepal.Width Petal.Length Petal.Width
## Sepal.Length 0.3305627 0.11303448 0.30457194 0.11370456
## Sepal.Width 0.1130345 0.12001537 0.09806639 0.05585581
## Petal.Length 0.3045719 0.09806639 0.45972220 0.19255721
## Petal.Width 0.1137046 0.05585581 0.19255721 0.12271578
##
## , , 2
##
## Sepal.Length Sepal.Width Petal.Length Petal.Width
## Sepal.Length 0.3305627 0.11303448 0.30457194 0.11370456
## Sepal.Width 0.1130345 0.12001537 0.09806639 0.05585581
## Petal.Length 0.3045719 0.09806639 0.45972220 0.19255721
## Petal.Width 0.1137046 0.05585581 0.19255721 0.12271578
attributes(m3)$mclust_output$parameters$mean
## [,1] [,2]
## Sepal.Length 5.0060064 6.261989
## Sepal.Width 3.4280142 2.871996
## Petal.Length 1.4620020 4.905977
## Petal.Width 0.2459993 1.675991
attributes(m3)$mclust_output$parameters$variance$sigma
## , , 1
##
## Sepal.Length Sepal.Width Petal.Length Petal.Width
## Sepal.Length 0.12176231 0.097226065 0.016027173 0.010124468
## Sepal.Width 0.09722607 0.140801829 0.011461855 0.009112876
## Petal.Length 0.01602717 0.011461855 0.029556040 0.005948184
## Petal.Width 0.01012447 0.009112876 0.005948184 0.010884100
##
## , , 2
##
## Sepal.Length Sepal.Width Petal.Length Petal.Width
## Sepal.Length 0.4349728 0.12094153 0.4488652 0.16550225
## Sepal.Width 0.1209415 0.10961736 0.1413800 0.07923241
## Petal.Length 0.4488652 0.14137999 0.6748417 0.28587351
## Petal.Width 0.1655023 0.07923241 0.2858735 0.17863484