Table 7.
Performance comparison of recent prediction models on Leukemia Datasets. All the methods were evaluated on the Dataset provided by Golub et al. [70]
| Work Ref. | Classifier | Performance metrics | |||
|---|---|---|---|---|---|
| ACC | R | F1 | S | ||
| Hsieh et al. [94] | IG-SVM | 0.98 | – | – | – |
| Begum et al. [27] | CBFS-Poly SVM | 0.97 | – | – | – |
| Kavitha et al. [114] | FCBF-SVM RFE | 0.93 | 0.95 | – | 0.98 |
| Dwivedi [55] | ANN | 0.98 | 1.00 | – | 0.93 |
| Gao and Liu [63] | PSOFOA-ANNFIS | 1.00 | – | – | – |
| Santhakumar and Logeswari [187] | ALO-SVM | 0.91 | 0.95 | 0.93 | 0.95 |
| Santhakumar and Logeswari [188] | ALO-ACO-SVM | 0.95 | 0.95 | 0.96 | 0.98 |
| Baldomero-Naranjo et al. [24] | Modified SVM | 0.95 | – | – | – |
| Mandal et al. [133] | Tri-state FS | 1.00 | – | – | – |