Research Article

Hybrid Disease Diagnosis Using Multiobjective Optimization with Evolutionary Parameter Optimization

Table 32

Sensitivity improvement with hybrid systems.

S. numberSetSensitivity
Base paperWithout resamplingResampling
TechniquePercentageTechniquePercentage

1Cleveland83.82FMLP87.5FMLP94.8
2Statlog86PMLP85.3GMLP92.2
3Spect27.27FSVM88.4FMLP91.9
4Spectf7.27FSVM88GSVM94.7
5Eric86.32GMLP88.4GMLP88.8
6WBC98.01PSVM95.1FMLP96.6
7Hepatitis90.48FSVM73.1FMLP80.8
8ThyroidNILGMLP95.5GMLP98.2
9Parkinson91.45FMLP96.6FMLP97.4
10Pima Indian diabetics78.93PSVM74.6FMLP76.6
11BUPA68.54PSVM72FMLP67.5