Table 7.
# of Classes | Model w/o Covariates
|
Model with Covariates
|
|||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 1 | 2 | 3 | 4 | 5 | ||
N=200 | AIC | 0.5 | 26.0 | 40.5 | 25.5 | 7.5 | 1.5 | 29.5 | 36.5 | 25.5 | 7.0 |
BIC | 15.5 | 77.5 | 7.0 | 0 | 0 | 1.5 | 90.5 | 8.0 | 0 | 0 | |
ABIC | 0.5 | 30.5 | 43.5 | 21.0 | 4.5 | 1.5 | 31.5 | 40.0 | 21.0 | 6.0 | |
LMR | 15.5 | 66.0 | 16.5 | 2.0 | 0 | 17.0 | 65.0 | 17.5 | 0.5 | 0 | |
ALMR | 16.0 | 66.0 | 16.5 | 1.5 | 0 | 18.5 | 65.5 | 16.0 | 0 | 0 | |
BLRT | 1.0 | 57.5 | 39.0 | 2.5 | 0 | 3.0 | 64.0 | 32.5 | 0.5 | 0 | |
| |||||||||||
N=400 | AIC | 0.5 | 9.5 | 33.5 | 30.0 | 26.5 | 0 | 9.5 | 52.5 | 20.5 | 17.5 |
BIC | 0.5 | 70.5 | 29.0 | 0 | 0 | 0 | 74.0 | 26.0 | 0 | 0 | |
ABIC | 0.5 | 24.0 | 51.5 | 19.0 | 5.0 | 0 | 14.0 | 71.5 | 11.5 | 3.0 | |
LMR | 2.5 | 57.0 | 35.5 | 4.5 | 0.5 | 5.5 | 43.5 | 47.5 | 2.0 | 1.5 | |
ALMR | 3.0 | 57.5 | 35.5 | 3.5 | 0.5 | 6.0 | 44.0 | 46.5 | 2.0 | 1.5 | |
BLRT | 0.5 | 28.0 | 61.0 | 9.5 | 1.0 | 1.0 | 21.0 | 75.5 | 2.5 | 0 | |
| |||||||||||
N=1000 | AIC | 0 | 0 | 9.5 | 52.0 | 38.5 | 0 | 0.5 | 47.5 | 31.5 | 20.5 |
BIC | 0 | 31.5 | 62.5 | 6.0 | 0 | 0 | 3.5 | 96.5 | 0 | 0 | |
ABIC | 0 | 3.5 | 46.5 | 47.0 | 3.0 | 0 | 0.5 | 93.5 | 6.0 | 0 | |
LMR | 0 | 47.0 | 33.0 | 18.0 | 2.0 | 0.5 | 10.0 | 77.5 | 12.0 | 0 | |
ALMR | 0 | 48.0 | 33.0 | 17.0 | 2.0 | 1.0 | 10.0 | 78.0 | 11.0 | 0 | |
BLRT | 0 | 6.0 | 41.0 | 50.5 | 2.5 | 2.0 | 15.5 | 73.5 | 9.0 | 0 | |
| |||||||||||
N=2000 | AIC | 0 | 1.5 | 2.0 | 38.5 | 58.0 | 0 | 0 | 44.5 | 38.0 | 17.5 |
BIC | 0 | 5.0 | 59.0 | 35.0 | 1.0 | 0 | 0 | 99.5 | 0.5 | 0 | |
ABIC | 0 | 2.0 | 15.5 | 74.0 | 8.5 | 0 | 0 | 90.0 | 10.0 | 0 | |
LMR | 0 | 36.5 | 36.0 | 20.0 | 7.5 | 0 | 4.0 | 76.5 | 18.5 | 1.0 | |
ALMR | 0 | 37.5 | 36.0 | 19.5 | 7.0 | 0 | 4.0 | 77.5 | 17.5 | 1.0 | |
BLRT | 0 | 4.5 | 19.0 | 62.5 | 14.0 | 1.0 | 14.0 | 63.0 | 21.5 | 0.5 |