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Table 3 Prediction evaluation results (F1 score)

From: In silico drug combination discovery for personalized cancer therapy

Model F1 (threshold=0) F1 (threshold= ±10) F1 (threshold= ±15) F1 (threshold= ±20)
Baseline [8] 0.784 0.856 0.871 0.877
Logistic regression 0.844 0.908 0.912 0.923
Support vector machine 0.84 0.909 0.915 0.917
Random forest 0.86 0.934 0.939 0.944
Extremely randomized trees 0.865 0.933 0.948 0.954
  1. Italicized values are the best performance for each experiment