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Comparison of Poisson regression goodness of fit using nonspatial generalized linear mixed model and spatial Poisson generalized linear mixed models with either neighbourhood based or distance based autocorrelation structures
| Model | Goodness of fit method | |||
|---|---|---|---|---|
| -2Log- Likelihood | AIC | BIC | Adjusted pseudo R2 | |
| Nonspatial GLMM | 413.5 | 388.5 | 401.5 | 18.7% |
| Neighbourhood-based GLMM | 353.0 | 347.1 | 357.0 | 24.7% |
| Distance-based GLMM | 373.4 | 370.5 | 362.1 | 21.2% |
