Table 2 Test results for accuracy and time of the entire transformation dataset
Dataset | Number of Instance | Number of Feature | CBFS Best First | Threshold 0,05 | Treshold based on Standard Deviation | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
Number of Feature | Accuracy | Time | Number of Feature | Accuracy | Time | Number of Feature | Accuracy | Time | |||
EEG Eye | 14.980 | 14 | 4 | 77.17% | 7.31 | 3 | 72.06% | 4.96 | 10 | 90.14% | 9.41 |
Cancer | 569 | 31 | 12 | 95.68% | 0.08 | 26 | 96.68% | 0.10 | 15 | 94.41% | 0.08 |
ContraceptiveMethod | 1.473 | 9 | 4 | 51.74% | 0.35 | 3 | 50.90% | 0.21 | 4 | 51.74% | 0.27 |
Dermatology | 366 | 33 | 15 | 97.70% | 0.07 | 32 | 97.35% | 0.07 | 26 | 97.40% | 0.07 |
Divorce | 170 | 54 | 6 | 96.65% | 0.02 | 54 | 97.71% | 0.02 | 53 | 97.65% | 0.03 |
Electrical Grid | 10.000 | 14 | 9 | 85.64% | 5.06 | 5 | 76.73% | 2.57 | 7 | 80.85% | 3.44 |
CNAE-9 | 1.080 | 857 | 28 | 81.16% | 0.27 | 57 | 90.69% | 0.76 | 65 | 90.49% | 0.91 |
Urban Land Cover | 168 | 148 | 28 | 87.62% | 0.04 | 110 | 85.89% | 0.07 | 65 | 84.64% | 0.05 |
Epilepsy | 11.500 | 179 | 119 | 69.51% | 21.52 | 178 | 69.73% | 27.93 | 178 | 69.73% | 27.93 |
SCADI | 70 | 206 | 16 | 85.86% | 0.02 | 58 | 85.00% | 0.02 | 58 | 85.00% | 0.02 |