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Table 3 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

From: A poisson regression approach for modelling spatial autocorrelation between geographically referenced observations

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%