Table 1 Deviance Information Criterion and Related Performance Measures for Models of Various Complexities
Wednesday, November 30, 2011
Table 1
Deviance Information Criterion and Related Performance Measures for Models of Various Complexities
Model no. | Model components (equations 2 and 3) | D | D(θ) | PD | DIC | DIC/n | R2DIC (Freq) | R2DIC (Rate) | 1/ψ | R2ψ (Rate) |
---|---|---|---|---|---|---|---|---|---|---|
1 | Alpha(i,t) [Saturated Model] | 2026 | 61 | 1965 | 3991 | 1.99 | 0.91 | 0.77 | ||
2 | Alpha0 [Constant Frequency Model] | 23416 | 23414 | 1 | 23417 | 11.66 | 0 | ----- | ||
3 | Offset+ Alpha0 [Constant Rate Model] | 10706 | 10701 | 5 | 10710 | 5.33 | 0.59 | 0 | ||
4 | Offset+Alpha0+Beta.Fix | 6716 | 6713 | 2 | 6718 | 3.35 | 0.78 | 0.46 | ||
5 | Offset+Alpha0+Beta.Fix+Time.Fix | 6686 | 6676 | 10 | 6695 | 3.33 | 0.78 | 0.46 | ||
6 | Offset+Alpha(j)+Beta.Fix | 5126 | 5090 | 36 | 5161 | 2.57 | 0.85 | 0.64 | ||
7 | Offset+Alpha(j,t) | 5316 | 5113 | 202 | 5518 | 2.75 | 0.84 | 0.6 | ||
8 | Offset+Alpha(j,t)+Beta.Fix | 4816 | 4608 | 208 | 5024 | 2.5 | 0.86 | 0.65 | ||
9 | Offset+Alpha(j,t)+Beta.Fix+Time.Fix | 4816 | 4623 | 193 | 5009 | 2.49 | 0.86 | 0.66 | ||
10 | Alpha0+e.N | 2116 | 350 | 1765 | 3881 | 1.93 | 0.91 | 0.78 | ||
11 | Offset+Alpha0+e.Gam | 2086 | 582 | 1504 | 3590 | 1.79 | 0.93 | 0.82 | 0.263 | 0 |
12 | Offset+Alpha0+e.N | 2146 | 611 | 1534 | 3680 | 1.83 | 0.92 | 0.81 | ||
13 | Offset+Alpha0+Space.CAR.N1 | 2846 | 2473 | 373 | 3218 | 1.6 | 0.94 | 0.86 | ||
14 | Offset+Alpha(j)+e.N | 2156 | 988 | 1168 | 3324 | 1.66 | 0.94 | 0.85 | ||
15 | Offset+Alpha(j)+e.Gam | 2136 | 978 | 1158 | 3294 | 1.64 | 0.94 | 0.85 | 0.103 | 0.61 |
16 | Offset+Alpha(j)+Space.CAR.N1 | 2846 | 2483 | 362 | 3208 | 1.6 | 0.94 | 0.86 | ||
17 | Offset+Alpha(j)+Beta.Fix+e.N | 2186 | 1085 | 1101 | 3287 | 1.64 | 0.94 | 0.85 | ||
18 | Offset+Alpha(j)+Beta.Fix+e.Gam | 2156 | 1046 | 1110 | 3266 | 1.63 | 0.94 | 0.86 | 0.089 | 0.66 |
19 | Offset+Alpha(j)+Beta.Fix+Time.AR1+e.N | 2176 | 1080 | 1096 | 3272 | 1.63 | 0.94 | 0.85 | ||
20 | Offset+Alpha(j)+Beta.Fix+Space.CAR.N1+e.N | 2066 | 1376 | 689 | 2755 | 1.37 | 0.97 | 0.91 | ||
21 | Offset+Alpha(j)+Beta.Fix+Space.CAR.L1+e.N | 2066 | 1375 | 691 | 2757 | 1.37 | 0.97 | 0.91 | ||
22 | Offset+Alpha(j)+Beta.Fix+Space.CAR.N1+Time.AR1+e.N | 2066 | 1380 | 686 | 2751 | 1.37 | 0.97 | 0.91 | ||
23 | Offset+Alpha(j)+Beta.Fix+Space.CAR.N1+Time.Fix+e.N | 2056 | 1377 | 679 | 2735 | 1.36 | 0.97 | 0.92 | ||
24 | Offset+Alpha(j)+Beta.Fix+Space.CAR.N1+Time.Fix+e.Gam | 2026 | 1342 | 684 | 2709 | 1.35 | 0.97 | 0.92 | 0.022 | 0.92 |
25 | Offset+Alpha(j)+Beta.N+Space.CAR.N1+Time.Fix+e.Gam | 2036 | 1327 | 709 | 2744 | 1.37 | 0.97 | 0.92 | 0.02 | 0.92 |
26 | Offset+Alpha(j)+Beta.Fix+Space.CAR.N2+Time.Fix+e.N | 2046 | 1360 | 686 | 2731 | 1.36 | 0.97 | 0.92 | ||
27 | Offset+Alpha(j)+Beta.Fix+Space.CAR.N2+Time.Fix+e.Gam | 2016 | 1329 | 687 | 2703 | 1.35 | 0.97 | 0.92 | 0.021 | 0.92 |
28 | Offset+Alpha(j)+Beta.N+Space.CAR.N2+Time.Fix+e.Gam | 2026 | 1318 | 708 | 2733 | 1.36 | 0.97 | 0.92 | 0.02 | 0.92 |
29 | Offset+Alpha(j)+Beta.Fix+Space.CAR.L1+Time.Fix+e.N | 2056 | 1375 | 681 | 2736 | 1.36 | 0.97 | 0.92 | ||
30 | Offset+Alpha(j)+Beta.Fix+Space.CAR.L1+Time.Fix+e.Gam | 2026 | 1339 | 687 | 2712 | 1.35 | 0.97 | 0.92 | 0.022 | 0.92 |
31 | Offset+Alpha(j)+Beta.N+Space.CAR.L1+Time.Fix+e.Gam | 2036 | 1330 | 706 | 2742 | 1.37 | 0.97 | 0.92 | 0.02 | 0.92 |
32 | Offset+Alpha(j)+Beta.Fix+Space.CAR.L2+Time.Fix+e.N | 1966 | 1181 | 785 | 2751 | 1.37 | 0.97 | 0.91 | ||
33 | Offset+Alpha(j)+Beta.Fix+Space.CAR.L2+Time.Fix+e.Gam | 2016 | 1327 | 689 | 2704 | 1.35 | 0.97 | 0.92 | ||
34 | Offset+Alpha(j)+Beta.N+Space.CAR.L2+Time.Fix+e.Gam | 2026 | 1317 | 709 | 2735 | 1.36 | 0.97 | 0.92 | 0.02 | 0.92 |
35 | Offset+Alpha(j,t)+e.N | 2166 | 917 | 1249 | 3415 | 1.7 | 0.93 | 0.84 | ||
36 | Offset+Alpha(j,t)+e.Gam | 2126 | 886 | 1240 | 3365 | 1.68 | 0.94 | 0.84 | 0.108 | 0.59 |
37 | Offset+Alpha(j,t)+Beta.Fix+e.N | 2156 | 965 | 1191 | 3347 | 1.67 | 0.94 | 0.85 | ||
38 | Offset+Alpha(j,t)+Beta.Fix+e.Gam | 2136 | 962 | 1174 | 3310 | 1.65 | 0.94 | 0.85 | 0.089 | 0.66 |
39 | Offset+Alpha(j,t)+Beta.Fix+Space.CAR.N1+e.N | 1956 | 1103 | 853 | 2808 | 1.4 | 0.96 | 0.91 | ||
40 | Offset+Alpha(j,t)+Beta.Fix+Space.CAR.N1+e.Gam | 1936 | 1091 | 845 | 2781 | 1.38 | 0.96 | 0.91 | 0.027 | 0.9 |
41 | Offset+Alpha(j,t)+Beta.Fix+Space.CAR.N2+e.N | 1946 | 1086 | 860 | 2806 | 1.4 | 0.96 | 0.91 | ||
42 | Offset+Alpha(j,t)+Beta.Fix+Space.CAR.N2+e.Gam | 1926 | 1072 | 854 | 2780 | 1.38 | 0.96 | 0.91 | 0.027 | 0.9 |
Notes: i = county, j = district, and t = time period; n = sample size = 2,008; and the saturated part of the deviance statistics = 2log[f(y)] = -8,894.