Table II.
Parameter | Poisson regression model
|
ZIP model
|
Hurdle model
|
|||||||
---|---|---|---|---|---|---|---|---|---|---|
N = 100 | N = 200 | N = 400 | N = 100 | N = 200 | N = 400 | N = 100 | N = 200 | N = 400 | ||
The Poisson component | ||||||||||
β1 | 0.0720 | 0.0675 | 0.0554 | 0.0138 | 0.0042 | 0.0020 | 0.0089 | 0.0039 | 0.0019 | |
β2 | 0.3266 | 0.2848 | 0.2813 | 0.0172 | 0.0057 | 0.0022 | 0.0134 | 0.0044 | 0.0023 | |
β3 | 0.0355 | 0.0252 | 0.0200 | 0.0150 | 0.0043 | 0.0016 | 0.0090 | 0.0033 | 0.0016 | |
β4 | 0.0141 | 0.0118 | 0.0081 | 0.0110 | 0.0050 | 0.0018 | 0.0081 | 0.0038 | 0.0016 | |
β5 | 0.1577 | 0.1529 | 0.1384 | 0.0158 | 0.0082 | 0.0020 | 0.0100 | 0.0050 | 0.0019 | |
g(t)* | 197.06 | 147.67 | 61.58 | 24.07 | 22.56 | 19.86 | 23.79 | 21.53 | 20.34 | |
|
0.2247 | 0.1709 | 0.1780 | 0.7660 | 0.7663 | 0.7282 | 0.8870 | 0.7708 | 0.6959 | |
The zero component | ||||||||||
γ1 | N/A | N/A | N/A | 0.9796 | 0.1446 | 0.0305 | 0.0486 | 0.0145 | 0.0068 | |
γ2 | N/A | N/A | N/A | 3.1837 | 0.3632 | 0.0820 | 0.0674 | 0.0245 | 0.0114 | |
γ3 | N/A | N/A | N/A | 0.6031 | 0.1361 | 0.0447 | 0.0294 | 0.0143 | 0.0067 | |
γ4 | N/A | N/A | N/A | 0.3763 | 0.0721 | 0.0295 | 0.0228 | 0.0136 | 0.0064 | |
γ5 | N/A | N/A | N/A | 1.5438 | 0.2396 | 0.0429 | 0.0512 | 0.0187 | 0.0094 | |
h(t)* | N/A | N/A | N/A | 20.08 | 18.42 | 13.98 | 13.83 | 13.12 | 11.14 | |
|
N/A | N/A | N/A | 3.1340 | 1.7310 | 1.4238 | 1.0860 | 1.0362 | 1.0361 | |
σab | N/A | N/A | N/A | 2.1606 | 0.3449 | 0.1214 | 0.0979 | 0.0534 | 0.0179 |
The average of the integrated mean squared error was calculated for the spline function.