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. 2019 Jun 28;23(2):243–253. doi: 10.1017/S1368980019001496

Table 2.

Model fit statistics for latent profile analysis by number of estimated profile, 2012 Health and Retirement Study/2013 Health Care and Nutrition Study*

Latent profile df Model fit statistic VLMR
LL AIC BIC SS-BIC Entropy Mean sd P
1 70 –196 671 393 481 393 913 393 691
2 106 –192 703 385 617 386 272 385 935 0·82 448·3 407·9 <0·001
3 142 –190 714 381 711 382 589 382 138 0·84 549·7 617·0 <0·001
4 178 –189 696 379 748 380 848 380 282 0·83 435·5 901·8 0·038
5 214 –189 038 378 506 379 827 379 147 0·82 1079·4 1265·2 0·426

LL, log-likelihood; AIC, Akaike information criterion, BIC, Bayesian information criterion; SS-BIC, sample-size-adjusted Bayesian information criterion; VLMR, Vuong–Lo–Mendell–Rubin likelihood ratio test.

*

All estimates and statistical tests account for the complex survey design.