Table 11 The number of extracted features by the proposed RBNRO-DE based on k-NN, SVM, and XGBoost classifiers
Benchmark | RBNRO-DE with k-NN | RBNRO-DE with SVM | RBNRO-DE with XGBoost |
|---|---|---|---|
BLCA | 147 | 125 | 300 |
CESC | 125 | 125 | 238 |
CHOL | 125 | 125 | 210 |
COAD | 125 | 125 | 149 |
ESCA | 125 | 140 | 300 |
GBM | 125 | 124 | 195 |
HNSC | 139 | 125 | 225 |
KICH | 125 | 125 | 214 |
KIRC | 153 | 127 | 386 |
KIRP | 125 | 125 | 150 |
LIHC | 125 | 130 | 233 |
LUAD | 130 | 127 | 212 |
LUSC | 131 | 125 | 400 |
PAAD | 125 | 125 | 200 |
PCPG | 125 | 125 | 195 |
READ | 125 | 125 | 216 |
SARC | 125 | 146 | 190 |
SKCM | 125 | 125 | 182 |
STAD | 144 | 129 | 267 |
THCA | 125 | 126 | 222 |
THYM | 125 | 125 | 140 |
UCEC | 151 | 127 | 188 |
Ranking (\(\text {W|T|L}\)) | 4|10|8 | \(\mathbf {8|10|4}\) | 0|0|22 |