Table 3 Classification accuracy of SMO, CSA, and CSSMO algorithms for all eight data sets
S. No | Mean classification accuracy (CA) and standard deviation (SD) | |||||
|---|---|---|---|---|---|---|
SMO algorithm | CSA algorithm | CSSMO algorithm | ||||
Mean CA | SD | Mean CA | SD | Mean CA | SD | |
Colon cancer | 88.7 | 6.02 | 93.7 | 5.18 | 98.9 | 2.02 |
Acute leukemia | 88.92 | 8.66 | 88.67 | 7.41 | 98.23 | 2.12 |
Prostate tumor | 86.99 | 8.12 | 89.12 | 4.37 | 99.02 | 1.23 |
High-grade Glioma | 89.21 | 5.23 | 87.99 | 6.21 | 99.11 | 1.42 |
Lung cancer II | 90.33 | 4.22 | 94.21 | 2.71 | 99.51 | 0.9 |
Leukemia 2 | 89.67 | 3.44 | 95.44 | 1.76 | 100 | 0.5 |
Breast data | 90.23 | 4.12 | 92.44 | 2.34 | 98.32 | 1.56 |
Ovarian cancer data | 91.45 | 5.06 | 93.44 | 3.06 | 96.98 | 2.01 |