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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%