Table 2.
Overall performance of MOST in temporal validation
Active data defined by | Performance | ||||||
---|---|---|---|---|---|---|---|
pKi ≥ 5 | Accuracy | ||||||
Naïve Bayes | Logistic Regression | Random Forests | |||||
Morgan | FP2 | Morgan | FP2 | Morgan | FP2 | ||
Explicit pKi | 0.750 | 0.670 | 0.905 | 0.901 | 0.893 | 0.871 | |
Implicit pKi | 0.741 | 0.696 | 0.896 | 0.894 | 0.896 | 0.897 | |
MCC | |||||||
Naïve Bayes | Logistic Regression | Random Forests | |||||
Morgan | FP2 | Morgan | FP2 | Morgan | FP2 | ||
Explicit pKi | 0.275 | 0.110 | 0.272 | 0.184 | 0.283 | 0.136 | |
Implicit pKi | 0.267 | 0.138 | 0.292 | 0.213 | 0.256 | 0.192 | |
pKi ≥ 6 | Accuracy | ||||||
Naïve Bayes | Logistic Regression | Random Forests | |||||
Morgan | FP2 | Morgan | FP2 | Morgan | FP2 | ||
Explicit pKi | 0.633 | 0.554 | 0.755 | 0.736 | 0.724 | 0.709 | |
Implicit pKi | 0.632 | 0.556 | 0.761 | 0.737 | 0.759 | 0.726 | |
MCC | |||||||
Naïve Bayes | Logistic Regression | Random Forests | |||||
Morgan | FP2 | Morgan | FP2 | Morgan | FP2 | ||
Explicit pKi | 0.357 | 0.225 | 0.382 | 0.321 | 0.319 | 0.273 | |
Implicit pKi | 0.334 | 0.212 | 0.370 | 0.307 | 0.381 | 0.300 |