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Table 5 Wilcoxon test (paired, greater than) p-values between pattern discovery and the other methods on testing F1-scores and G-means of the cross validations on the cardiac death dataset

From: Imbalanced target prediction with pattern discovery on clinical data repositories

 

Logistic Regression

Naive Bayes

Decision Tree

F-score

 Original

4.43 × 10−5

5.17 × 10−5

4.43 × 10−5

 0.2

4.43 × 10−5

4.43 × 10−5

6.02 × 10−5

 0.4

4.43 × 10−5

0.0012

9.45 × 10−5

 0.6

4.43 × 10−5

0.1161

4.43 × 10−5

 0.8

4.43 × 10−5

0.7492

4.43 × 10−5

 1.0

4.43 × 10−5

0.1953

4.43 × 10−5

G-mean

 Original

4.43 × 10−5

4.43 × 10−5

4.43 × 10−5

 0.2

4.43 × 10−5

4.43 × 10−5

4.43 × 10−5

 0.4

4.43 × 10−5

4.43 × 10−5

4.43 × 10−5

 0.6

4.43 × 10−5

4.43 × 10−5

4.43 × 10−5

 0.8

4.43 × 10−5

4.43 × 10−5

4.43 × 10−5

 1.0

4.43 × 10−5

1.27 × 10−4

4.43 × 10−5

  1. *p-value = 4.43 × 10−5 indicates higher rankings of paired values in all 20 runs for pattern discovery