Table 3 Comparative experimental results of the best subsets produced by mABC and other evolutionary methods for the dataset 9_Tumors
From: Gene selection for cancer classification with the help of bees
Evaluation | GA | ACO | ABC | mABC [This work] | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Criteria | Best | Avg. | S.D. | Worst | Best | Avg. | S.D. | Worst | Best | Avg. | S.D. | Worst | Best | Avg. | S.D. | Worst | |||
Accuracy | 85 | 82.56 | 0.01 | 81.67 | 85 | 83.09 | 0.01 | 81.67 | 91.67 | 87.67 | 0.02 | 85 | 100 | 98.65 | 0.01 | 96.67 | |||
# Genes | 275 | 276.8 | 12.07 | 301 | 266 | 271.59 | 11.03 | 279 | 57 | 75.67 | 14.18 | 97 | 30 | 34.73 | 5.64 | 35 | |||