From: Computational models for the prediction of adverse cardiovascular drug reactions
Type of feature | RF | SMO | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
ACC | Precision | Recall | F-score | AUC | PRC | ACC | Precision | Recall | F-score | AUC | PRC | |
Biological | 78.11 | 0.77 | 0.99 | 0.87 | 0.62 | 0.81 | 76.73 | 0.76 | 0.99 | 0.86 | 0.58 | 0.73 |
Chemical | 83.34 | 0.84 | 0.97 | 0.89 | 0.78 | 0.89 | 76.32 | 0.78 | 0.94 | 0.85 | 0.68 | 0.74 |
Phenotypic | 77.06 | 0.75 | 1.00 | 0.86 | 0.54 | 0.75 | 77.91 | 0.77 | 1.00 | 0.87 | 0.54 | 0.74 |
Biological + chemical | 84.80 | 0.86 | 0.95 | 0.90 | 0.81 | 0.91 | 78.87 | 0.80 | 0.95 | 0.86 | 0.72 | 0.75 |
Biological + phenotypic | 80.87 | 0.80 | 0.99 | 0.88 | 0.66 | 0.82 | 79.13 | 0.78 | 0.99 | 0.87 | 0.63 | 0.75 |
Chemical + phenotypic | 83.69 | 0.84 | 0.97 | 0.89 | 0.79 | 0.90 | 77.79 | 0.79 | 0.96 | 0.86 | 0.69 | 0.75 |
Biological + chemical + phenotypic | 85.25 | 0.85 | 0.96 | 0.90 | 0.82 | 0.91 | 89.07 | 0.94 | 0.95 | 0.94 | 0.47 | 0.75 |