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Table 3 Average over ten ten-fold cross-validation runs for given models trained on the 3-class classification subset

From: Selectivity profiling of BCRP versus P-gp inhibition: from automated collection of polypharmacology data to multi-label learning

Algorithm

Embedded feature selection

Accuracy (%)

Kappa

AUC

J48 tree

Yes

61.6

0.42

0.73

J48 tree, min. 5 instances/leaf

Yes

59.1

0.38

0.73

Jrip rules

Yes

57.8

0.36

0.70

Bagging of J48

No

65.0

0.47

0.82

Bagging of J48

Yes

62.6

0.44

0.80