Table 4.
Feature selection (FS) results of the final combinations
| Data set | Auto-WEKA | Our method | ||
|---|---|---|---|---|
| # of times FS was conducted | # of times FS selected all features | # of times FS selected no feature | # of times FS was conducted | |
| Mammographic Mass | 4 | 4 | 0 | 0 |
| Car | 4 | 4 | 0 | 0 |
| Yeast | 2 | 2 | 0 | 0 |
| German credit | 3 | 3 | 0 | 0 |
| Diabetic retinopathy debrecen | 3 | 3 | 0 | 0 |
| Parkinson speech | 4 | 3 | 0 | 1 |
| Abalone | 4 | 4 | 0 | 0 |
| Cardiotocography | 4 | 3 | 0 | 0 |
| Wine quality | 4 | 4 | 0 | 0 |
| KR-vs-KP | 2 | 2 | 0 | 0 |
| Arrhythmia | 3 | 1 | 0 | 0 |
| Waveform | 4 | 4 | 0 | 0 |
| Semeion | 5 | 5 | 0 | 0 |
| Shuttle | 3 | 3 | 0 | 0 |
| Secom | 4 | 1 | 0 | 0 |
| Madelon | 4 | 1 | 0 | 4 |
| Arcene | 3 | 3 | 0 | 0 |
| Convex | 4 | 4 | 0 | 0 |
| KDD09-Appentency | 5 | 0 | 3 | 0 |
| Dexter | 4 | 4 | 0 | 0 |
| MNIST basic | 3 | 2 | 0 | 0 |
| ROT. MNIST + BI | 2 | 2 | 0 | 0 |
| Amazon | 4 | 4 | 0 | 1 |
| Gisette | 4 | 4 | 0 | 0 |
| CIFAR-10-small | 3 | 3 | 0 | 0 |
| Dorothea | 4 | 3 | 1 | 1 |
| CIFAR-10 | 3 | 3 | 0 | 0 |
| Total | 96 | 79 | 4 | 7 |