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I have run 2, 3, 4, and 5 class two level mixture LCA with 7 ordinal indicators (3-levels). The -2LL, AIC, and BIC all decline from 2 to 5 classes. Entropy also declines. My question is that I'm seeing an inconsistent trend in the LMR p value with increasing number of classes. 2 classes <0.0001 3 classes <0.0001 4 classes 0.1241 5 classes 0.0457 Is there a reason/problem that the LMR p value goes from significant to not significant and then significant again with increasing number of classes? |
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Stop using the LMR test after you get your first non-significant value. |
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