Table 4 Comparison of different classifiers using a synergy score [− 5, 5] range.

From: Harnessing machine learning to find synergistic combinations for FDA-approved cancer drugs

Method

Accuracy

Precision

Recall

F1-score

NB

92.537

77.874

89.727

82.157

RF

99.916

99.693

98.785

99.600

KNN

96.758

95.000

92.001

93.225

LR

91.085

84.426

82.161

81.785

  1. Significant values are in [bold].