Table 2.
Ranking of the 11 best predictive features.
Features | RF-MdAcc | RF-MdGini | Cor-RF-MdGini | Cor-RF-MdAcc | Cor-RF-RFE-Acc | Cor-RF RFE-Kap | MI-SVM-RFE-Acc | MI-SVM-RFE-Kap | SVM-RFE-W | Anova-p-value |
---|---|---|---|---|---|---|---|---|---|---|
m/z 145 | 1 | 1 | 1 | 2 | 46 | 53 | 100 | 125 | 323 | 2 |
m/z 97 | 2 | 2 | 3 | 1 | 142 | 185 | 63 | 67 | 159 | 3 |
m/z 325 | 5 | 5 | 7 | 5 | 210 | 220 | 38 | 37 | 1118 | 8 |
m/z 268 | 9 | 6 | – | – | – | – | 168 | 181 | 22 | 4 |
m/z 263 | 8 | 7 | 5 | 7 | 198 | 249 | 28 | 27 | 166 | 5 |
m/z 219 | 13 | 13 | 13 | 12 | 84 | 76 | 61 | 65 | 1022 | 12 |
m/z 162 | 104 | 31 | 20 | 26 | 211 | 221 | 39 | 38 | 103 | 17 |
m/z 288 | 167 | 36 | 25 | 29 | 140 | 152 | – | – | 976 | 22 |
m/z 148 | 43 | 47 | 27 | 86 | 87 | 98 | 66 | 70 | 471 | 38 |
m/z 198 | 101 | 71 | 150 | 496 | 48 | 36 | 70 | 84 | 167 | 34 |
m/z 167 | 48 | 50 | 45 | 24 | 505 | 586 | 144 | 154 | 13 | 39 |
Ranking of the 11 best features according to 10 feature selection methods.