Research Article
Hybrid Disease Diagnosis Using Multiobjective Optimization with Evolutionary Parameter Optimization
Table 4
Signed-rank test at LOS 0.05 on resampled data.
| | Dataset | Objectives | PSVM | GSVM | FSVM | PMLP | GMLP | | value | H | value | H | value | H | value | H | value | H |
| | Cleveland | PAC | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 8.75E−5 | 1 | 8.125E−5 | 1 | | SEN | 4.4E−05 | 1 | 2.98E−05 | 1 | 3.69E−05 | 1 | 6.875E−5 | 1 | 1.542E−4 | 1 | | SPE | 3.69E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 8.125E−5 | 1 | 4.375 | 1 |
| | Statlog | PAC | 3.69E−05 | 1 | 2.98E−05 | 1 | 3.69E−05 | 1 | 6.11E−05 | 1 | 2.31E−05 | 1 | | SEN | 3.69E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | | SPE | 2.98E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 |
| | Spect | PAC | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 0.000963 | 1 | 5E−05 | 1 | | SEN | 4.4E−05 | 1 | 7.23E−05 | 1 | 4.4E−05 | 1 | 0.007533 | 1 | 0.009141 | 1 | | SPE | 2.98E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 2.98E−05 | 1 | 3.69E−05 | 1 |
| | Spectf | PAC | 2.98E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 5.17E−05 | 1 | 0.000726 | 1 | | SEN | 4.4E−05 | 1 | 4.4E−05 | 1 | 8.51E−05 | 1 | 0.000629 | 1 | 0.00082 | 1 | | SPE | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 2.98E−05 | 1 | 0.000627 | 1 |
| | Eric | PAC | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 8.75E−5 | 1 | 3.69E−05 | 1 | | SEN | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 5.2E−05 | 1 | 3.69E−05 | 1 | | SPE | 3.69E−05 | 1 | 2.98E−05 | 1 | 2.98E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 |
| | WBC | PAC | 4.37E−05 | 1 | 3.55E−05 | 1 | 4.37E−05 | 1 | 1.3982E−5 | 1 | 5.38E−05 | 1 | | SEN | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | 5.625E−5 | 1 | 0.6127 | 0 | | SPE | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.235E−5 | 1 | 6.11E−05 | 1 |
| | Hepatitis | PAC | 4.4E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 4.375E−5 | 1 | 8.475E−5 | 1 | | SEN | 4.37E−05 | 1 | 5.2E−05 | 1 | 3.69E−05 | 1 | 0.875E−5 | 1 | 1.873E−5 | 1 | | SPE | 4.4E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 1.321E−5 | 1 | 1.098E−5 | 1 |
| | Thyroid | PAC | 4.4E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | | SEN | 4.4E−05 | 1 | 4.4E−05 | 1 | 2.98E−05 | 1 | 4.4E−05 | 1 | 2.98E−05 | 1 | | SPE | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | 0.026577 | 1 | 0.007533 | 1 |
| | Parkinson | PAC | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 4.37E−05 | 1 | | SEN | 4.4E−05 | 1 | 2.98E−05 | 1 | 4.4E−05 | 1 | 0.006855 | 1 | 0.032366 | 1 | | SPE | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 2.98E−05 | 1 | 3.69E−05 | 1 |
| | Pima Indian diabetics | PAC | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 1E−04 | 1 | | SEN | 3.69E−05 | 1 | 3.69E−05 | 1 | 2.98E−05 | 1 | 3.69E−05 | 1 | 2.98E−05 | 1 | | SPE | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 |
| | BUPA liver disease | PAC | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | | SEN | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | | SPE | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 2.31E−05 | 1 | 2.31E−05 | 1 |
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