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Table 5 Statistical comparison of accuracies of scoring criteria on most difficult models

From: Learning genetic epistasis using Bayesian network scoring criteria

Scoring Criterion

p-value

score α = 54

NA

score α = 162

0.610

score α = 36

0.147

score α = 21

4.870 × 10-5

score α = 18

1.080 × 10-7

score MDR

7.254 × 10-14

  1. P-values obtained by comparing the accuracy of the highest ranking scoring criterion (scoreα = 15) with the next five highest ranking scoring criteria using the McNemar chi-square test. Each p-value is obtained by comparing the accuracies for 2,000 data sets generated by the hardest-to-detect models.