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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