Table 2.
# of Classes | Model w/o Covariates
|
Model with Covariates
|
|||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 1 | 2 | 3 | 4 | 5 | ||
N=200 | AIC | 0 | 4.0 | 2.0 | 60.0 | 34.0 | 0 | 75.5 | 16.0 | 6.5 | 2.0 |
BIC | 3.0 | 91.5 | 1.0 | 4.5 | 0 | 0 | 100.0 | 0 | 0 | 0 | |
ABIC | 0 | 7.0 | 2.5 | 62.5 | 28.0 | 0 | 78.5 | 14.5 | 6.0 | 1.0 | |
LMR | 5.5 | 87.5 | 6.0 | 1.0 | 0 | 13.0 | 86.0 | 1.0 | 0 | 0 | |
ALMR | 7.0 | 86.5 | 5.5 | 1.0 | 0 | 14.0 | 85.0 | 1.0 | 0 | 0 | |
BLRT | 0 | 82.5 | 7.5 | 9.5 | 0.5 | 1.5 | 92.0 | 6.5 | 0 | 0 | |
| |||||||||||
N=400 | AIC | 0 | 0.5 | 0 | 55.0 | 44.5 | 0 | 73.0 | 18.5 | 7.0 | 1.5 |
BIC | 0 | 59.5 | 0 | 40.5 | 0 | 0 | 100.0 | 0 | 0 | 0 | |
ABIC | 0 | 1.0 | 0 | 87.5 | 11.5 | 0 | 92.5 | 7.0 | 0 | 0.5 | |
LMR | 0 | 82.5 | 3.5 | 7.5 | 6.5 | 0 | 98.0 | 2.0 | 0 | 0 | |
ALMR | 0 | 84.0 | 4.0 | 6.5 | 5.5 | 0 | 98.0 | 2.0 | 0 | 0 | |
BLRT | 0 | 76.0 | 6.5 | 16.0 | 1.5 | 0 | 93.0 | 7.0 | 0 | 0 | |
| |||||||||||
N=1000 | AIC | 0 | 0 | 0 | 56.5 | 43.5 | 0 | 68.0 | 21.5 | 9.0 | 1.5 |
BIC | 0 | 0 | 0 | 100.0 | 0 | 0 | 100.0 | 0 | 0 | 0 | |
ABIC | 0 | 0 | 0 | 97.0 | 3.0 | 0 | 98.0 | 2.0 | 0 | 0 | |
LMR | 0 | 77.5 | 0 | 14.0 | 8.5 | 0 | 98.0 | 2.0 | 0 | 0 | |
ALMR | 0 | 82.0 | 0 | 12.0 | 6.0 | 0 | 98.0 | 2.0 | 0 | 0 | |
BLRT | 0 | 44.5 | 19.5 | 33.0 | 3.0 | 1.5 | 89.5 | 8.5 | 0.5 | 0 | |
| |||||||||||
N=2000 | AIC | 0 | 0 | 0 | 52.0 | 48.0 | 0 | 71.0 | 19.5 | 8.5 | 1.0 |
BIC | 0 | 0 | 0 | 100.0 | 0 | 0 | 100.0 | 0 | 0 | 0 | |
ABIC | 0 | 0 | 0 | 98.5 | 1.5 | 0 | 100.0 | 0 | 0 | 0 | |
LMR | 0 | 49.5 | 0 | 38.0 | 12.5 | 0 | 92.0 | 8.0 | 0 | 0 | |
ALMR | 0 | 53.0 | 0 | 35.0 | 12.0 | 0 | 93.0 | 7.0 | 0 | 0 | |
BLRT | 0 | 23.0 | 23.5 | 51.5 | 2.0 | 4.0 | 87.5 | 8.0 | 0.5 | 0 |