Table 14.
The results of SWEWOA and other competitors in accuracy
| Dataset | Items | BSWEWOA | BGWO | BGSA | BPSO | BBA | BSSA | BWOA |
|---|---|---|---|---|---|---|---|---|
| Breast | Avg | 9.893500E-01 | 9.859900E-01 | 9.859900E-01 | 9.877500E-01 | 9.876900E-01 | 9.859600E-01 | 9.876900E-01 |
| Stdv | 1.244700E-02 | 1.374700E-02 | 1.383700E-02 | 1.435100E-02 | 1.859500E-02 | 1.375600E-02 | 1.445600E-02 | |
| clean1 | Avg | 9.979200E-01 | 9.894100E-01 | 9.768600E-01 | 9.853300E-01 | 9.537600E-01 | 9.558100E-01 | 9.811600E-01 |
| Stdv | 6.588100E-03 | 1.501100E-02 | 2.709600E-02 | 1.719100E-02 | 2.582700E-02 | 3.050200E-02 | 2.072800E-02 | |
| heartandlung | Avg | 9.928600E-01 | 9.714300E-01 | 9.714300E-01 | 9.857100E-01 | 9.714300E-01 | 9.785700E-01 | 9.857100E-01 |
| Stdv | 2.258800E-02 | 4.994300E-02 | 3.688600E-02 | 3.011700E-02 | 3.688600E-02 | 3.450300E-02 | 3.011700E-02 | |
| Breastcancer | Avg | 9.871200E-01 | 9.828200E-01 | 9.842600E-01 | 9.857100E-01 | 9.857500E-01 | 9.827700E-01 | 9.842400E-01 |
| Stdv | 1.251100E-02 | 1.131600E-02 | 1.718100E-02 | 1.649800E-02 | 1.501700E-02 | 1.325900E-02 | 1.053500E-02 | |
| German | Avg | 8.300000E-01 | 8.280000E-01 | 8.270000E-01 | 8.280000E-01 | 8.170000E-01 | 8.270000E-01 | 8.290000E-01 |
| Stdv | 1.885600E-02 | 2.440400E-02 | 2.406000E-02 | 2.859700E-02 | 3.233500E-02 | 2.584100E-02 | 2.024800E-02 | |
| JPNdata | Avg | 9.336300E-01 | 8.872000E-01 | 9.211300E-01 | 8.957100E-01 | 9.086300E-01 | 8.944600E-01 | 9.082100E-01 |
| Stdv | 6.882100E-02 | 7.850300E-02 | 5.214500E-02 | 7.007000E-02 | 5.189600E-02 | 7.180900E-02 | 4.515900E-02 | |
| Vote | Avg | 9.864400E-01 | 9.667600E-01 | 9.767600E-01 | 9.631000E-01 | 9.733100E-01 | 9.660900E-01 | 9.766500E-01 |
| Stdv | 1.751400E-02 | 2.188200E-02 | 2.744700E-02 | 4.053800E-02 | 3.067700E-02 | 3.938400E-02 | 1.612900E-02 | |
| wdbc | Avg | 9.841800E-01 | 9.824600E-01 | 9.807000E-01 | 9.806100E-01 | 9.807300E-01 | 9.806400E-01 | 9.841500E-01 |
| Stdv | 1.745000E-02 | 1.654100E-02 | 1.285600E-02 | 1.757800E-02 | 1.536600E-02 | 1.303200E-02 | 1.305100E-02 | |
| heart | Avg | 9.444400E-01 | 9.444400E-01 | 9.333300E-01 | 9.370400E-01 | 9.370400E-01 | 9.148100E-01 | 9.296300E-01 |
| Stdv | 3.147500E-02 | 4.701100E-02 | 3.403500E-02 | 4.953700E-02 | 3.513600E-02 | 6.773300E-02 | 5.075300E-02 | |
| Parkinson | Avg | 9.642100E-01 | 9.483900E-01 | 9.439500E-01 | 9.378700E-01 | 9.436800E-01 | 9.592100E-01 | 9.536500E-01 |
| Stdv | 3.502600E-02 | 4.781100E-02 | 2.925300E-02 | 4.740000E-02 | 5.599200E-02 | 5.240100E-02 | 4.466900E-02 | |
| Sonar | Avg | 9.904800E-01 | 9.902400E-01 | 9.761900E-01 | 9.709500E-01 | 9.478100E-01 | 9.709500E-01 | 9.854500E-01 |
| Stdv | 2.007800E-02 | 2.058800E-02 | 3.367200E-02 | 4.105300E-02 | 5.201200E-02 | 2.501700E-02 | 3.325100E-02 | |
| thyroid_2class | Avg | 9.040900E-01 | 8.657000E-01 | 8.815200E-01 | 8.821600E-01 | 8.721300E-01 | 8.765500E-01 | 8.657000E-01 |
| Stdv | 6.495600E-02 | 4.756900E-02 | 5.678100E-02 | 4.393600E-02 | 6.706400E-02 | 6.330300E-02 | 6.028800E-02 | |
| Wielaw | Avg | 8.874300E-01 | 8.620700E-01 | 8.744100E-01 | 8.669700E-01 | 8.541200E-01 | 8.424900E-01 | 8.664100E-01 |
| Stdv | 6.824200E-02 | 7.122500E-02 | 8.162300E-02 | 4.641500E-02 | 5.645300E-02 | 5.950600E-02 | 6.509700E-02 | |
| Mean_rank | 1.00 | 4.15 | 4.00 | 4.00 | 4.77 | 5.54 | 3.62 | |
| Rank | 1 | 5 | 3 | 3 | 6 | 7 | 2 | |