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Table 4 Comparison of model goodness of fit using nonspatial Poisson regression and spatial Poisson models with conditional autoregressive (CAR), and spatial point referenced (SPR), autocorrelation structures

From: The spatial distribution of esophageal and gastric cancer in Caspian region of Iran: An ecological analysis of diet and socio-economic influences

 

Model

 

-2Log-Likelihood

AIC

BIC

Esophageal cancer

Poisson regression with uncorrelated random effect

Female

511.3

517.2

521.8

  

Male

498.2

501.3

510.9

  

Both sexes

453.2

455.5

458.4

 

Spatial Poisson regression with Gaussian SPR correlation function

Female

481.3

485.2

491.6

  

Male

453.7

455.0

460.3

  

Both sexes

446.5

448.5

451.5

 

Spatial Poisson regression with CAR correlation function

Female

470.9

476.9

485.9

  

Male

411.5

417.5

426.5

  

Both sexes

332.0

338.0

347.0

Gastric cancer

Poisson regression with uncorrelated random effect

Female

560.5

566.5

575.5

  

Male

485.2

488.0

491.2

  

Both sexes

463.4

468.3

471.8

 

Spatial Poisson regression with Gaussian SPR correlation function

Female

483.2

488.0

491.1

  

Male

469.1

471.0

580.5

  

Both sexes

447.8

453.8

462.8

 

Spatial Poisson regression with CAR correlation function

Female

511.3

519.6

523.4

  

Male

467.0

473.0

482.1

  

Both sexes

384.0

386.0

389.0