Table 17.
AIC and BIC of regression models fitted on data generated with ZINB regression model, n = 600
AIC | BIC | ||||||||
---|---|---|---|---|---|---|---|---|---|
Dispersion | Proportion of Zeros | Poisson | NB | ZIP | ZINB | Poisson | NB | ZIP | ZINB |
0.01 | 0.1 | 4012.44 | 3687.82 | 3762.22 | 3645.61 | 4025.63 | 3705.40 | 3788.60 | 3307.96 |
0.3 | 5291.04 | 3640.69 | 2944.29 | 3009.53 | 5304.23 | 3658.28 | 2970.67 | 3330.99 | |
0.5 | 5858.06 | 3013.56 | 2408.92 | 2441.63 | 5871.25 | 3031.15 | 2435.30 | 2565.70 | |
0.7 | 5404.04 | 2082.93 | 1681.98 | 2019.25 | 5417.23 | 2100.52 | 1708.36 | 1712.98 | |
1 | 0.1 | 8325.06 | 3907.52 | 7023.07 | 3898.82 | 8338.25 | 3925.11 | 7049.45 | 3942.95 |
0.3 | 8638.02 | 3424.71 | 5545.94 | 3388.55 | 8651.21 | 3442.29 | 5572.33 | 3458.18 | |
0.5 | 8249.33 | 2739.12 | 4230.17 | 2700.33 | 8262.52 | 2756.71 | 4256.56 | 2744.53 | |
0.7 | 6855.00 | 1865.19 | 2742.46 | 1851.60 | 6868.19 | 1882.78 | 2768.84 | 1851.36 | |
5 | 0.1 | 17,280.45 | 3039.27 | 10,264.64 | 3042.69 | 17,293.64 | 3056.86 | 10,291.02 | 3074.23 |
0.3 | 15,597.37 | 2517.53 | 8119.98 | 2520.66 | 15,610.56 | 2535.11 | 8146.36 | 2550.90 | |
0.5 | 13,165.60 | 1934.56 | 5896.48 | 1936.43 | 13,178.79 | 1952.15 | 5922.86 | 1966.15 | |
0.7 | 9776.28 | 1278.72 | 3616.01 | 1280.44 | 9789.47 | 1296.31 | 3642.39 | 1309.09 | |
10 | 0.1 | 22,968.65 | 2366.89 | 11,539.50 | 2370.34 | 22,981.84 | 2384.48 | 11,565.88 | 2401.25 |
0.3 | 19,981.48 | 1934.71 | 9021.47 | 1937.67 | 19,994.67 | 1952.29 | 9047.85 | 1968.43 | |
0.5 | 16,344.06 | 1466.35 | 6497.22 | 1473.33 | 16,357.25 | 1483.94 | 6523.60 | 1499.15 | |
0.7 | 11,566.87 | 955.61 | 3866.63 | 962.28 | 11,580.06 | 973.20 | 3893.01 | 987.91 |