Table 2.
Model | Log-likelihood | # parameters | Entropy | BIC | LRT (p) |
---|---|---|---|---|---|
Latent factor models | |||||
1-factor | −1313.76 | 14 | 1.00 | 2719.53 | – |
2-factor a | −1303.60 | 15 | 1.00 | 2705.78 | – |
2-factor b | −1310.60 | 15 | 1.00 | 2719.67 | – |
2-factor c | −1302.19 | 15 | 1.00 | 2702.97 | – |
2-factor d | −1298.26 | 16 | 1.00 | 2701.67 | – |
3-factor | −1300.74 | 17 | 1.00 | 2713.20 | – |
Latent class models | |||||
2-class | −1317.87 | 15 | 0.70 | 2734.32 | 230.68 (0.0001) |
3-class | −1299.07 | 23 | 0.81 | 2749.31 | 36.89 (0.51) |
Non-parametric factor analysis | |||||
1-factor, 2-value | −1317.87 | 15 | 0.70 | 2734.32 | 230.68 (0.0001) |
1-factor, 3-value | −1311.04 | 17 | 0.67 | 2733.81 | 12.69 (0.79) |
2-factor 2d, 2-value | −1317.87 | 16 | 0.70 | 2740.90 | 231.16 (0.0001) |
2-factor 2d, 3-value | +1299.74 | 19 | 0.83 | 2724.36 | 34.50 (0.66) |
FMM-1: class invariant factor loadings and thresholds; class varying factor means, and covariance matrix | |||||
1-factor, 2-class | −1311.76 | 17 | 0.28 | 2735.25 | 3.71 (1.00) |
2-factor 2d, 2-class | −1294.00 | 22 | 0.16 | 2732.59 | 9.86 (0.68) |
FMM-2: class invariant thresholds; class varying factor loadings, means, and covariance matrix | |||||
1-factor, 2-class | −1293.39 | 25 | 0.59 | 2751.08 | 40.14 (0.45) |
2-factor 2d, 2-class | −1285.47 | 32 | 0.55 | 2781.25 | 25.38 (1.00) |
MM-3: class varying factor loadings, thresholds, means, and covariance matrix | |||||
1-factor, 2-class | −1288.28 | 32 | 0.85 | 2786.87 | 50.51 (0.95) |
2-factor 2d, 2-class | −1283.45 | 39 | 0.30 | 2823.22 | 29.40 (1.00) |