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. 2014 Nov 14;2014:1787–1796.

Table 4.

The size of the optimal feature set for each classifier and the cross-validation result.

SMOTE-dataset Original dataset
Classifier Optimal feature set size c-statistic F1-score c-statistic F1-score
SVM 6 0.865 0.594 0.868 0.336
PCA&SVM 4 0.802 0.488 0.856 0.368
DT 2 0.695 0.441 0.709 0.061
RF 5 0.828 0.401 0.789 0.249
NB 4 0.831 0.560 0.839 0.354
LR 4 0.859 0.582 0.867 0.226