Table 5.
Performance of the classification methods on the antituberculosis dataset.
| Unfiltered data | Filtered data | |||
|---|---|---|---|---|
| Active molecules | Inactive molecules | Active molecules | Inactive molecules | |
| Classifiers | Success (%) | Success (%) | Success (%) | Success (%) |
| LDA | 0 | 100 | 92 | 95 |
| 1-NN | 100 | 100 | 100 | 95 |
| SVM | 100 | 100 | 100 | 100 |
| DT | 100 | 100 | 100 | 100 |
| Average processing time | 39 min. and 19 sec. | 14 min. and 29 sec. | ||