Research Article
Hybrid Disease Diagnosis Using Multiobjective Optimization with Evolutionary Parameter Optimization
Table 32
Sensitivity improvement with hybrid systems.
| S. number | Set | Sensitivity | Base paper | Without resampling | Resampling | Technique | Percentage | Technique | Percentage |
| 1 | Cleveland | 83.82 | FMLP | 87.5 | FMLP | 94.8 | 2 | Statlog | 86 | PMLP | 85.3 | GMLP | 92.2 | 3 | Spect | 27.27 | FSVM | 88.4 | FMLP | 91.9 | 4 | Spectf | 7.27 | FSVM | 88 | GSVM | 94.7 | 5 | Eric | 86.32 | GMLP | 88.4 | GMLP | 88.8 | 6 | WBC | 98.01 | PSVM | 95.1 | FMLP | 96.6 | 7 | Hepatitis | 90.48 | FSVM | 73.1 | FMLP | 80.8 | 8 | Thyroid | NIL | GMLP | 95.5 | GMLP | 98.2 | 9 | Parkinson | 91.45 | FMLP | 96.6 | FMLP | 97.4 | 10 | Pima Indian diabetics | 78.93 | PSVM | 74.6 | FMLP | 76.6 | 11 | BUPA | 68.54 | PSVM | 72 | FMLP | 67.5 |
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