Table 2.
Model | Log-likelihood | BIC | SSA-BIC | AIC | Entropy | LMR-A p-value | BLRT p-value |
---|---|---|---|---|---|---|---|
2 classes | −3523.010 | 7288.315 | 7151.965 | 7132.020 | 0.781 | 0.029 | <0.001 |
3 classes | −3433.024 | 7232.310 | 7026.199 | 6996.048 | 0.817 | 0.066 | <0.001 |
4 classes | −3382.025 | 7254.278 | 6978.406 | 6938.051 | 0.808 | 0.401 | <0.001 |
5 classes | −3338.211 | 7290.613 | 6944.981 | 6894.421 | 0.848 | 0.639 | <0.001a |
Note. BIC, Bayesian Information Criterion; SSA-BIC, Sample-Size Adjusted BIC; AIC, Akaike Information Criterion; LMRA-A, Lo-Mendell-Rubin adjusted likelihood ratio test; BLRT, bootstrap likelihood ratio test.
The best log-likelihood value was not replicated in 32 out of 50 bootstrap draws. The p-value may not be trustworthy due to local maxima.