Table 15.
Experimental results obtained for the feature selection problem.
| Dataset | Measures | BMHGS_V3 | BHGS | BGWOPSO | BALO-1 | BGWO1 | BBA | VPSO | BGSA | GA |
|---|---|---|---|---|---|---|---|---|---|---|
| HeartEW | Mean | 82.28 | 79.57 | 81.11 | 80.86 | 80.37 | 79.32 | 79.63 | 81.36 | 79.57 |
| Std | 4.86E-02 | 4.99E-02 | 5.20E-02 | 5.68E-02 | 5.97E-02 | 5.94E-02 | 4.64E-02 | 5.77E-02 | 5.29E-02 | |
| ADR | 58.97 | 53.59 | 40.00 | 54.62 | 31.28 | 56.15 | 53.33 | 55.64 | 52.82 | |
| Exactly | Mean | 100.00 | 94.65 | 96.13 | 100.00 | 82.48 | 99.85 | 98.85 | 96.90 | 94.13 |
| Std | 0.00E + 00 | 1.23E-01 | 1.04E-01 | 0.00E + 00 | 9.69E-02 | 6.04E-03 | 6.30E-02 | 6.43E-02 | 6.34E-02 | |
| ADR | 53.85 | 50.77 | 50.26 | 53.85 | 30.51 | 53.33 | 53.33 | 48.97 | 43.59 | |
| M-of-n | Mean | 100.00 | 96.82 | 99.67 | 100.00 | 92.92 | 100.00 | 99.97 | 99.88 | 98.58 |
| Std | 0.00E + 00 | 6.66E-02 | 1.83E-02 | 0.00E + 00 | 4.06E-02 | 0.00E + 00 | 1.83E-03 | 3.13E-03 | 2.21E-02 | |
| ADR | 53.85 | 52.82 | 52.56 | 53.85 | 26.92 | 53.85 | 53.33 | 52.05 | 44.62 | |
| Lymphography | Mean | 81.79 | 78.57 | 80.48 | 79.05 | 80.71 | 78.45 | 80.95 | 79.76 | 79.05 |
| Std | 7.41E-02 | 7.90E-02 | 7.25E-02 | 7.31E-02 | 7.48E-02 | 6.86E-02 | 6.85E-02 | 7.64E-02 | 6.20E-02 | |
| ADR | 48.70 | 45.56 | 34.63 | 48.70 | 31.48 | 50.19 | 47.59 | 50.00 | 48.89 | |
| Climate | Mean | 93.67 | 92.87 | 92.81 | 93.40 | 92.69 | 93.61 | 93.52 | 92.93 | 92.90 |
| Std | 1.58E-02 | 1.95E-02 | 1.37E-02 | 1.82E-02 | 1.56E-02 | 2.12E-02 | 1.42E-02 | 1.83E-02 | 1.90E-02 | |
| ADR | 66.85 | 57.04 | 43.15 | 58.52 | 33.52 | 60.00 | 59.44 | 60.00 | 57.59 | |
| SpectEW | Mean | 79.18 | 76.98 | 76.48 | 78.49 | 78.11 | 76.10 | 77.17 | 77.04 | 78.36 |
| Std | 4.30E-02 | 5.14E-02 | 4.31E-02 | 4.69E-02 | 4.07E-02 | 6.06E-02 | 4.84E-02 | 5.25E-02 | 5.31E-02 | |
| ADR | 62.88 | 55.91 | 35.91 | 53.48 | 33.64 | 58.64 | 55.00 | 52.58 | 51.52 | |
| IonosphereEW | Mean | 89.24 | 88.76 | 87.14 | 87.71 | 85.43 | 88.19 | 87.71 | 87.71 | 85.81 |
| Std | 3.11E-02 | 3.09E-02 | 3.95E-02 | 3.06E-02 | 2.96E-02 | 2.73E-02 | 2.27E-02 | 2.82E-02 | 2.95E-02 | |
| ADR | 87.45 | 70.78 | 48.63 | 70.49 | 43.53 | 73.04 | 70.49 | 67.35 | 60.49 | |
| movementlibras | Mean | 74.21 | 73.75 | 74.21 | 73.19 | 72.45 | 72.45 | 73.94 | 73.56 | 72.41 |
| Std | 4.52E-02 | 4.35E-02 | 4.82E-02 | 4.70E-02 | 5.16E-02 | 5.04E-02 | 5.27E-02 | 4.62E-02 | 5.23E-02 | |
| ADR | 72.41 | 55.00 | 33.33 | 51.93 | 30.11 | 55.19 | 51.00 | 52.00 | 51.22 | |
| hillvalley | Mean | 57.81 | 55.76 | 55.39 | 56.07 | 55.33 | 57.33 | 55.92 | 56.12 | 55.88 |
| Std | 2.66E-02 | 2.59E-02 | 1.84E-02 | 2.78E-02 | 3.51E-02 | 3.34E-02 | 3.43E-02 | 2.84E-02 | 3.28E-02 | |
| ADR | 82.77 | 56.83 | 32.73 | 52.80 | 31.97 | 57.57 | 52.63 | 51.73 | 52.77 | |
| isolet5 | Mean | 84.18 | 81.93 | 81.48 | 82.81 | 81.18 | 82.67 | 83.34 | 82.42 | 82.15 |
| Std | 1.92E-02 | 2.45E-02 | 1.78E-02 | 1.96E-02 | 1.94E-02 | 1.53E-02 | 1.72E-02 | 2.26E-02 | 1.99E-02 | |
| ADR | 80.60 | 58.88 | 27.87 | 50.24 | 25.25 | 54.42 | 51.45 | 50.26 | 50.28 |