Table 1.
# of Classes | Model w/o Covariates
|
Model with Covariates
|
|||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 1 | 2 | 3 | 4 | 5 | ||
N=200 | AIC | 0 | 66.5 | 19.5 | 9.5 | 4.5 | 0 | 85.5 | 11.0 | 3.5 | 0 |
BIC | 17.0 | 83.0 | 0 | 0 | 0 | 0 | 100.0 | 0 | 0 | 0 | |
ABIC | 0 | 76.5 | 15.0 | 7.0 | 1.5 | 0 | 89.0 | 8.5 | 2.5 | 0 | |
LMR | 8.5 | 79.0 | 12.0 | 0.5 | 0 | 13.0 | 84.5 | 2.5 | 0 | 0 | |
ALMR | 11.5 | 76.5 | 12.0 | 0 | 0 | 13.0 | 85.0 | 2.0 | 0 | 0 | |
BLRT | 1.0 | 93.5 | 5.0 | 0.5 | 0 | 2.0 | 95.0 | 3.0 | 0 | 0 | |
| |||||||||||
N=400 | AIC | 0 | 65.5 | 24.0 | 4.0 | 6.5 | 0 | 73.5 | 20.0 | 5.5 | 1.0 |
BIC | 0 | 100.0 | 0 | 0 | 0 | 0 | 100.0 | 0 | 0 | 0 | |
ABIC | 0 | 89.5 | 9.5 | 1.0 | 0 | 0 | 95.5 | 4.0 | 0.5 | 0 | |
LMR | 0 | 82.0 | 16.5 | 1.0 | 0.5 | 0.5 | 96.5 | 2.5 | 0.5 | 0 | |
ALMR | 0 | 83.5 | 15.0 | 1.0 | 0.5 | 0.5 | 97.5 | 2.0 | 0 | 0 | |
BLRT | 0 | 91.5 | 8.5 | 0 | 0 | 0 | 97.5 | 2.5 | 0 | 0 | |
| |||||||||||
N=1000 | AIC | 0 | 65.5 | 19.5 | 8.0 | 7.0 | 0 | 80.5 | 16.0 | 2.0 | 1.5 |
BIC | 0 | 100.0 | 0 | 0 | 0 | 0 | 100.0 | 0 | 0 | 0 | |
ABIC | 0 | 99.5 | 0.5 | 0 | 0 | 0 | 99.5 | 0.5 | 0 | 0 | |
LMR | 0 | 80.5 | 17.5 | 2.0 | 0 | 0 | 96.5 | 3.5 | 0 | 0 | |
ALMR | 0 | 81.5 | 17.0 | 1.5 | 0 | 0 | 97.5 | 2.5 | 0 | 0 | |
BLRT | 0 | 90.0 | 10.0 | 0 | 0 | 0 | 96.5 | 3.5 | 0 | 0 | |
| |||||||||||
N=2000 | AIC | 0 | 58.5 | 18.5 | 14.0 | 9.0 | 0 | 69.0 | 21.0 | 7.5 | 2.5 |
BIC | 0 | 100.0 | 0 | 0 | 0 | 0 | 100.0 | 0 | 0 | 0 | |
ABIC | 0 | 99.0 | 1.0 | 0 | 0 | 0 | 99.0 | 1.0 | 0 | 0 | |
LMR | 0 | 73.0 | 24.5 | 2.5 | 0 | 0 | 93.5 | 5.5 | 1.0 | 0 | |
ALMR | 0 | 74.0 | 23.5 | 2.5 | 0 | 0 | 95.0 | 4.5 | 0.5 | 0 | |
BLRT | 4.5 | 84.0 | 10.5 | 1.0 | 0 | 1.0 | 93.5 | 5.0 | 0.5 | 0 |