Table 4. Model selection statistics for mosquito biting rates.
Model | DIC* | Marginal likelihood | Model complexity* | RMSE* | Mean log-score (CPO) | |
---|---|---|---|---|---|---|
M1 | No spatial or temporal effect | 2367.03 | −1196.61 | 4.12 | 4.99 | 3.61 |
M2 | Spatial effect only | 2292.97 | −1175.47 | 40.03 | 4.42 | 4.16 |
M3 | Spatial effect + month as fixed effect | 2282.88 | −1173.68 | 43.99 | 4.24 | 3.90 |
M4 | Spatial effect + month as random effect | 2222.89 | −1155.91 | 50.28 | 4.05 | 3.61 |
M5 | Spatial effect + month as random walk | 2225.43 | −1167.79 | 47.55 | 4.09 | 3.63 |