From: Research on imbalance machine learning methods for MR\(T_1\)WI soft tissue sarcoma data
N | FS | ST | CM | AUC ± \({\sigma }\) | Acc(%) ± \({\sigma }\) | Sens(%) ± \({\sigma }\) | Spec(%) ± \({\sigma }\) | G-mean ± \({\sigma }\) |
---|---|---|---|---|---|---|---|---|
1 | RFE | ROSE | ERT | 0.6013 ± 0.0482 | 78.82 ± 0.0545 | 98.66 ± 0.0227 | 21.60 ± 0.1014 | 0.4477 ± 0.1154 |
2 | RFE | SMOTE | ERT | 0.6863 ± 0.0515 | 81.37 ± 0.0500 | 95.80 ± 0.0284 | 41.47 ± 0.0972 | 0.6260 ± 0.0782 |
3 | RFE | STT | ERT | 0.6879 ± 0.0553 | 81.57 ± 0.0533 | 96.03 ± 0.0254 | 41.55 ± 0.1091 | 0.6263 ± 0.0860 |
4 | RFE | ADASYN | ERT | 0.6461 ± 0.0595 | 79.41 ± 0.0464 | 95.04 ± 0.0279 | 34.18 ± 0.1121 | 0.5621 ± 0.1017 |
5 | RFE | ROSE | RF | 0.6197 ± 0.0473 | 77.45 ± 0.0533 | 93.97 ± 0.0425 | 29.97 ± 0.0865 | 0.5258 ± 0.0746 |
6 | RFE | SMOTE | RF | 0.6567 ± 0.0488 | 76.27 ± 0.0502 | 87.50 ± 0.0427 | 43.84 ± 0.1032 | 0.6147 ± 0.0700 |
7 | RFE | STT | RF | 0.6580 ± 0.0447 | 76.67 ± 0.0448 | 88.35 ± 0.0396 | 43.25 ± 0.1018 | 0.6133 ± 0.0680 |
8 | RFE | ADASYN | RF | 0.6142 ± 0.0618 | 73.92 ± 0.0599 | 87.60 ± 0.0482 | 35.24 ± 0.1026 | 0.5503 ± 0.0877 |
9 | RFE | ROSE | BRF | 0.6151 ± 0.0332 | 77.45 ± 0.0446 | 94.52 ± 0.0356 | 28.49 ± 0.0645 | 0.5154 ± 0.0593 |
10 | RFE | SMOTE | BRF | 0.6287 ± 0.0487 | 74.90 ± 0.0422 | 86.97 ± 0.0381 | 38.77 ± 0.1031 | 0.5750 ± 0.0770 |
11 | RFE | STT | BRF | 0.6367 ± 0.0578 | 75.69 ± 0.0436 | 87.84 ± 0.0461 | 39.51 ± 0.1182 | 0.5822 ± 0.0872 |
12 | RFE | ADASYN | BRF | 0.6243 ± 0.0331 | 74.12 ± 0.0441 | 86.76 ± 0.0370 | 38.10 ± 0.0735 | 0.5720 ± 0.0503 |
13 | RFE | ROSE | SVM | 0.6863 ± 0.2226 | 77.65 ± 0.0436 | 87.49 ± 0.0438 | 52.30 ± 0.1295 | 0.6715 ± 0.0789 |
14 | RFE | SMOTE | SVM | 0.6812 ± 0.0591 | 76.47 ± 0.0606 | 85.41 ± 0.0633 | 50.82 ± 0.0894 | 0.6564 ± 0.0672 |
15 | RFE | STT | SVM | 0.6812 ± 0.0591 | 76.47 ± 0.0606 | 85.41 ± 0.0633 | 50.82 ± 0.0894 | 0.6564 ± 0.0672 |
16 | RFE | ADASYN | SVM | 0.6795 ± 0.0483 | 75.29 ± 0.0499 | 83.48 ± 0.0672 | 52.43 ± 0.0815 | 0.6588 ± 0.0557 |
17 | RFE | GDO | SVM | 0.6691 ± 0.0685 | 76.67 ± 0.0657 | 87.51 ± 0.0557 | 46.30 ± 0.1083 | 0.6328 ± 0.0580 |