Research Article
Hybrid Disease Diagnosis Using Multiobjective Optimization with Evolutionary Parameter Optimization
Table 5
Signed-rank test at LOS 0.01 on without 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 | 2.98E−05 | 1 | 2.98E−05 | 1 | | SEN | 4.4E−05 | 1 | 2.98E−05 | 1 | 4.4E−05 | 1 | 0.004662 | 1 | 8.51E−05 | 1 | | SPE | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 |
| | Statlog | PAC | 2.98E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | | SEN | 0.035645 | 0 | 3.69E−05 | 1 | 6.14E−05 | 1 | 4.4E−05 | 1 | 2.98E−05 | 1 | | SPE | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 |
| | Spect | PAC | 3.69E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | | SEN | 8.5E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | 5.17E−05 | 1 | | SPE | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 |
| | Spectf | PAC | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | | SEN | 2.98E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | | SPE | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | 2.98E−05 | 1 | 3.69E−05 | 1 |
| | Eric | PAC | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.375E−05 | 1 | | SEN | 4.4E−05 | 1 | 4.4E−05 | 1 | 6.14E−05 | 1 | 0.000542 | 1 | 4.4E−05 | 1 | | SPE | 4.4E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 4.37E−05 | 1 | 3.69E−05 | 1 |
| | WBC | PAC | 7.23E−05 | 1 | 0.000117 | 1 | 0.000943 | 1 | 0.005267 | 1 | 1E−04 | 1 | | SEN | 3.69E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 0.000544 | 1 | 8.51E−05 | 1 | | SPE | 0.007263 | 1 | 0.032366 | 0 | 0.000826 | 1 | 0.00003 | 1 | 4.37E−05 | 1 |
| | Hepatitis | PAC | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | | SEN | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | | SPE | 5E−05 | 1 | 4.4E−05 | 1 | 6.11E−05 | 1 | 2.98E−05 | 1 | 3.69E−05 | 1 |
| | Thyroid | PAC | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | | SEN | 0.005738 | 1 | 0.000725 | 1 | 0.000726 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | | SPE | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.37E−05 | 1 | 3.69E−05 | 1 |
| | Parkinson | PAC | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | | SEN | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 6.14E−05 | 1 | 4.359E−05 | 1 | | SPE | 4.4E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | 3.69E−05 | 1 |
| | Pima Indian diabetics | PAC | 4.4E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 4.4E−05 | 1 | | SEN | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | | SPE | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.55E−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 | 0.00509 | 1 | 0.00646 | 1 | 4.4E−05 | 1 | 4.4E−05 | 1 | | SPE | 3.69E−05 | 1 | 3.69E−05 | 1 | 3.69E−05 | 1 | 6.11E−05 | 1 | 3.69E−05 | 1 |
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