Table 4.
Comparison of R-MOTiFS with MOTiFS and H-MOTiFS w.r.t FSR (feature selection ratio). Best results in each row are in bold.
| DataSet | FSR | ||
|---|---|---|---|
| R-MOTiFS | MOTiFS [25] | H-MOTiFS [26] | |
| Spambase | 0.059 | 0.029 | 0.050 |
| Ionosphere | 0.188 | 0.072 | 0.127 |
| Arhythmia | 0.055 | 0.007 | 0.016 |
| Multiple ft. | 0.009 | 0.003 | 0.005 |
| Waveform | 0.057 | 0.042 | 0.068 |
| WDBC | 0.076 | 0.063 | 0.161 |
| GermanNumber | 0.083 | 0.063 | 0.091 |
| DNA | 0.073 | 0.009 | 0.050 |
| Sonar | 0.059 | 0.029 | 0.069 |
| HillValley | 0.058 | 0.012 | 0.056 |
| Musk 1 | 0.026 | 0.010 | 0.017 |
| Coil20 | 0.012 | 0.002 | 0.003 |
| ORL | 0.006 | 0.002 | 0.003 |
| Lung_discrete | 0.020 | 0.005 | 0.008 |
| Kr-vs-Kp | 0.060 | 0.048 | 0.122 |
| Spect | 0.093 | 0.079 | 0.116 |