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Table 4 Accuracy Comparison of four models based on 4-fold

From: Impact of communities, health, and emotional-related factors on smoking use: comparison of joint modeling of mean and dispersion and Bayes’ hierarchical models on add health survey

 

ROC

      

Method

Testing dataset

Validation dataset

Testing dataset

Validation dataset

Testing dataset

Validation dataset

Testing dataset

Validation dataset

Frequentist Hierarchical

0.7957

0.7375

0.7757

0.7608

0.7875

0.74

0.7795

0.7658

Bayes’ Hierarchical

0.7527

0.7279

0.7501

0.7377

0.7447

0.7228

0.7587

0.7500

Joint GLMs

0.7613

0.7378

0.7528

0.7613

0.7596

0.7411

0.75

0.7691

Joint GAMs

0.7769

0.7516

0.7671

0.7765

0.773

0.7594

0.7679

0.7769

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BMC Medical Research Methodology

ISSN: 1471-2288

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