Table 2.
Information Criteria | 1-Class | 2-Class | 3-Class | 4-Class |
---|---|---|---|---|
N Free Parameters | 7 | 15 | 23 | 31 |
N Classes | 1 | 2 | 3 | 4 |
AICa | 6026.84 | 5789.06 | 5606.48 | 5578.81 |
BICb | 6061.06 | 5862.40 | 5718.94 | 5730.39 |
SABICc | 6038.83 | 5814.76 | 5645.89 | 5631.93 |
Entropy | --- | 0.72 | 0.82 | 0.72 |
LLd | −3006.42 | −2879.53 | −2780.24 | −2758.41 |
BLRTe | --- | −3006.4 (p<0.001) | −2879.5 (p<0.001) | −2780.2 (p<0.001) |
Chi-Square | 1866.74 | 436.73 | 198.48 | 123.33 |
df | 120 | 112 | 104 | 96 |
p value | <0.001 | <0.001 | <0.001 | 0.032 |
Number in Each Class | ||||
Class 1 | 982 (100%) | 157 (16%) | 93 (9.5%) | 42 (4.3%) |
Class 2 | --- | 825 (84%) | 163 (16.6%) | 93 (9.5%) |
Class 3 | --- | --- | 726 (73.9%) | 304 (30.9%) |
Class 4 | --- | --- | --- | 543 (55.3%) |
Note. Bolded values indicate optimal fit among the four models.
AIC = Akaike Information Criteria
BIC = Bayesian Information Criteria
SaBIC = Sample-Adjusted Bayesian Information Criteria
LL = Log Likelihood
BLRT = Bootstrapped likelihood ratio test