Hybrid Disease Diagnosis Using Multiobjective Optimization with Evolutionary Parameter Optimization

Table 33

Specificity improvement with hybrid systems.

S. number	Dataset	Specificity
		Base paper	Without resampling		Resampling
			Technique	Percentage	Technique	Percentage
1	Cleveland	88.41	PMLP	84.8	FMLP	93.5
2	Statlog	86	FMLP	87.8	FMLP	90.7
3	Spect	96.23	FMLP	74.2	GMLP	77.3
4	Spectf	96.7	FMLP	83.3	PMLP	77.6
5	Eric	73.91	FMLP	79.1	GMLP	93.7
6	WBC	96.94	FMLP	98	FMLP	98.7
7	Hepatitis	92.68	PMLP	90.6	FMLP	94.6
8	Thyroid	NIL	GMLP	98.7	FMLP	98.7
9	Parkinson	94.56	FSVM	96.2	FSVM	100
10	Pima Indian diabetics	88.4	FMLP	81.5	GMLP	84.6
11	BUPA	42.07	GMLP	74.9	GMLP	78.4