Table 5 Comparison of classification accuracy of proposed algorithm with the recent published state-of-the-art feature selection algorithms
Algorithms | Colon | Lung cancer II | Acute leukemia | High-grade Glioma | Prostate | Lekuemia-2 | Breast | Ovarian |
|---|---|---|---|---|---|---|---|---|
CSSMO | 99.36 | 99.07 | 99.28 | 99.82 | 99.98 | 100 | 98.23 | 96.98 |
kSV-HHO [51] | 98.11 | 97.88 | 99.15 | – | – | 98.80 | – |  |
rMRMR-MGWO [52] | 95.86 | 97.91 | – | – | – | 100 | – |  |
BGWOA [53] | 100 | 94.97 | 97.7 | – | – | 100 | 80.56 | 94.24 |
AD-GA [54] | – | – | 90.9 | – | 93.2 | 97.7 | – | 98.88 |
BCROSAT [55] | 992.25 | 93.57 | – | 97.2 | – | 98.04 | 93.26 |  |
GeneViT [56] | 98.4 | 96.91 | – | – | – | 96.61 | – | 97.33 |
RFE-BEE [57] | 99.58 | 99.43 | – | 100 | – | – | – |  |
HAGNN [58] | 98.49 | 98.88 | – | 99.05 | 98.85 | – | 91.26 | 93.23 |
ICA + CSABC [59] | 99.13 | 93.45 | 98.97 | 97.23 | 100 | 97.63 | – |  |