Table 2. Goodness of fit evaluation to select the best model for count data.
Dependent variable | α value | LR test | Statistic | ZIP | ZINB |
---|---|---|---|---|---|
Total potential DDIs | 0.38 | LR test: chibar2 = 204.28 (p<0.001) | BIC | 3943.813 | 3526.375 |
AIC | 3828.689 | 3406.454 | |||
Serious potential DDIs | 1.61 X 10−8 | LR test: chibar2 = 1.8 X 10−5 (p = 0.4983) | BIC | 482.589 | 488.357 |
AIC | 399.686 | 401.686 | |||
Significant potential DDIs | 0.37 | LR test: chibar2 = 131.57 (p<0.001) | BIC | 1819.443 | 1694.099 |
AIC | 1726.416 | 1596.843 | |||
Minor potential DDIs | 0.039 | LR test: chibar2 = 1.15 (p = 0.1414) | BIC | 1142.09 | 1147.059 |
AIC | 1051.395 | 1052.242 |
ZIP: Zero-inflated Poisson model.
ZINB: Zero-inflated negative binomial model.
BIC: Bayesian information criteria.
AIC: Akaike information criteria.
LR test: Likelihood ratio test.