Table 8 Computation time comparison of classification methods vs. datasets.
Dataset | Methods | KNN | SVM | DWCNN | DWLSTM | HEDCM | EDDCM |
|---|---|---|---|---|---|---|---|
WDBC | CWOA | 9.2 | 8.18 | 7.11 | 6.54 | 5.68 | 5.10 |
GWO | 8.4 | 7.72 | 6.33 | 5.38 | 4.94 | 4.04 | |
PSO-GWO | 7.5 | 7.05 | 5.72 | 5.02 | 4.14 | 3.67 | |
HEFSM | 6.9 | 6.09 | 5.11 | 4.74 | 3.42 | 3.01 | |
KC1 | CWOA | 12.15 | 11.17 | 9.94 | 7.95 | 6.96 | 5.45 |
GWO | 11.86 | 10.91 | 9.11 | 7.19 | 6.28 | 5.22 | |
PSO-GWO | 8.87 | 7.80 | 6.55 | 5.74 | 4.87 | 4.11 | |
HEFSM | 7.63 | 7.01 | 5.15 | 5.23 | 4.14 | 3.44 | |
SCENE | CWOA | 92 | 88.32 | 75.95 | 61.52 | 52.29 | 46.23 |
GWO | 86 | 76.54 | 68.12 | 53.81 | 41.43 | 38.90 | |
PSO-GWO | 65 | 57.85 | 50.22 | 45.23 | 37.08 | 34.66 | |
HEFSM | 52 | 47.54 | 45.57 | 39.64 | 33.69 | 29.67 | |
SEGMENT | CWOA | 15.82 | 14.55 | 13.09 | 12.04 | 10.59 | 9.12 |
GWO | 13.93 | 12.18 | 11.20 | 10.19 | 8.97 | 8.02 | |
PSO-GWO | 10.75 | 9.87 | 9.09 | 7.98 | 6.62 | 5.90 | |
HEFSM | 9.82 | 8.53 | 7.05 | 5.92 | 4.67 | 4.10 |
