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 |