Table 7.
Regression Statistics of Best Performing SVR Models for Each Property
| Property | Variables | 10-Fold Cross Validation |
R2 for Test Set | RMSE for Test Set | |||
|---|---|---|---|---|---|---|---|
| Q2 |
RMSEcv |
||||||
| Mean | Interval | Mean | Interval | ||||
| log P | 600 bits + MW | 0.932 | 0.926–0.935 | 0.478 | 0.428–0.558 | 0.935 | 0.451 |
| log S | 350 bits + MW + log P | 0.928 | 0.921–0.936 | 0.580 | 0.487–0.666 | 0.939 | 0.542 |
| log | 200 bits + MW + log P | 0.863 | 0.851–0.877 | 0.465 | 0.361–0.525 | 0.885 | 0.444 |
| BCF | |||||||
| BP | 400 bits + MW | 0.955 | 0.941–0.968 | 17.98 | 14.30–20.64 | 0.965 | 15.63 |
| MP | 500 bits + MW + BP | 0.824 | 0.812–0.831 | 41.41 | 38.37–45.29 | 0.826 | 39.14 |
| log VP | 350 bits + MW + BP | 0.929 | 0.915–0.939 | 0.975 | 0.806–1.080 | 0.946 | 0.810 |