Table 10 The classification accuracies of svm based on the three gene selection methods on the six microarray data
Data | KMeans-GCSI-MBPSO-ELM | BPSO-GCSI-ELM | SC-IPSO-ELM | |||
|---|---|---|---|---|---|---|
|  | 5-fold CV Accuracy(%) ± std | genes | 5-fold CV Accuracy(%) ± std | genes | 5-fold CV Accuracy(%) ± std | genes |
Leukemia | 99.99 ±0.0014 | 3 | 99.99 ±0.0014 | 3 | 99.99 ±0.0014 | 3 |
Brain cancer | 84.05 ±0.0301 | 6 | 82.70 ±0.0319 | 7 | 86.55 ±0.0299 | 7 |
Colon | 90.69 ±0.0226 | 6 | 92.02 ±0.0275 | 9 | 93.35 ±0.0310 | 13 |
SRBCT | 99.24 ±0.0119 | 6 | 98.34 ±0.0100 | 6 | 99.39 ±0.0074 | 6 |
LUNG | 94.63 ±0.054 | 11 | 96.65 ±0.058 | 11 | 95.38 ±0.047 | 11 |
Lymphoma | 77.59 ±0.032 | 8 | 72.41 ±0.034 | 8 | 81.03 ±0.025 | 7 |