Table 9 The 5-fold cv classification accuracies of elm 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 | 100.00 ±0.00 | 3 | 100.00 ±0.00 | 3 | 100.00 ±0.00 | 3 |
Brain cancer | 88.63 ±0.0216 | 6 | 89.88 ±0.0223 | 7 | 91.88 ±0.019 | 7 |
Colon | 97.61 ±0.0137 | 6 | 97.82 ±0.0132 | 9 | 99.05 ±0.011 | 13 |
SRBCT | 100.00 ±0.00 | 6 | 100.00 ±0.00 | 6 | 100.00 ±0.00 | 6 |
LUNG | 97.10 ±0.063 | 11 | 96.28 ±0.072 | 12 | 98.67 ±0.019 | 11 |
Lymphoma | 86.97 ±0.024 | 8 | 84.50 ±0.023 | 8 | 93.79 ±0.020 | 7 |