Table 6. A list of optimal feature sets considering the objective (maximize or optimal accuracy (OP-ACC)) by applying NSGA-II with our employed models.
| Models | Anaemia | Time | Cr-Ph | Ser-C | Ej-Fr | Age | Diabetes | H-BP | Platelets | Ser-S | Sex | Smoking | OP-ACC |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MO-DT | (✗) | (✓) | (✓) | (✓) | (✗) | (✗) | (✓) | (✗) | (✗) | (✗) | (✓) | (✓) | 89.47% |
| MO-SVM | (✓) | (✓) | (✓) | (✓) | (✗) | (✗) | (✗) | (✗) | (✗) | (✓) | (✓) | (✓) | 88.59% |
| MO-KNN | (✗) | (✓) | (✗) | (✗) | (✓) | (✗) | (✗) | (✗) | (✗) | (✓) | (✗) | (✗) | 92.30% |
| MO-RF | (✗) | (✓) | (✓) | (✓) | (✓) | (✓) | (✓) | (✗) | (✗) | (✗) | (✓) | (✗) | 92.30% |
| MO-ET | (✗) | (✓) | (✗) | (✓) | (✓) | (✗) | (✗) | (✗) | (✗) | (✓) | (✗) | (✗) | 93.85% |
| MO-SEHM | (✗) | (✓) | (✓) | (✓) | (✓) | (✓) | (✓) | (✗) | (✓) | (✓) | (✗) | (✓) | 94.87% |