Hybrid Disease Diagnosis Using Multiobjective Optimization with Evolutionary Parameter Optimization

Table 8

Results of Student’s t-test on resampled data.

Dataset name	Obj	Alpha = 0.01				Alpha = 0.05
		H	value	Lower bound	Upper bound	H	value	Lower bound	Upper bound
Cleveland	PAC	0	0.107409014	93.63760552	94.15613048	0	0.107409014	93.70719481	94.08654119
	SEN	0	0.119440215	93.37174786	93.52239194	0	0.119440215	93.39196524	93.50217457
	SPE	0	0.110406058	94.4269811	94.85972715	0	0.110406058	94.48505832	94.80164993
Statlog	PAC	0	0.198452296	89.40087856	89.71350963	0	0.198452296	89.4428356	89.67155259
	SEN	0	0.113684201	87.8202939	88.13645358	0	0.113684201	87.8627245	88.09402298
	SPE	0	0.085172965	90.21689475	90.78345951	0	0.085172965	90.29293128	90.70742299
Spect	PAC	0	0.09899382	88.79823642	89.22375777	0	0.09899382	88.85534404	89.16665015
	SEN	0	0.102037465	91.52271275	91.98167028	0	0.102037465	91.58430772	91.92007531
	SPE	0	0.094031375	75.19513272	75.64666638	0	0.094031375	75.25573136	75.58606775
Spectf	PAC	0	0.091447714	89.90632221	90.34258368	0	0.091447714	89.96487122	90.28403467
	SEN	0	0.085170746	93.2108793	93.62575965	0	0.085170746	93.26655883	93.57008011
	SPE	0	0.086020283	75.50805229	76.1105871	0	0.086020283	75.58891622	76.02972317
Eric	PAC	0	0.123534674	89.66246147	90.03031881	0	0.123534674	89.71183022	89.98095006
	SEN	0	0.127198304	87.50689214	87.66497294	0	0.127198304	87.52810757	87.64375751
	SPE	0	0.166768736	91.88301746	91.98548668	0	0.166768736	91.89676947	91.97173467
WBC	PAC	0	0.104809721	97.89345297	98.02702302	0	0.104809721	97.91137891	98.00909708
	SEN	0	0.103386039	96.30307823	96.68720924	0	0.103386039	96.35463101	96.63565646
	SPE	0	0.108706462	98.37053699	98.78539395	0	0.108706462	98.42621338	98.72971756
Hepatitis	PAC	0	0.131198082	92.0423242	92.32294757	0	0.131198082	92.07998561	92.28528616
	SEN	0	0.270421552	80.5671699	80.85759447	0	0.270421552	80.60614669	80.81861768
	SPE	0	0.141041289	94.26694606	94.66132599	0	0.141041289	94.31987431	94.60839774
Thyroid	PAC	0	0.171022773	97.15734101	97.84211907	0	0.171022773	97.2492425	97.75021758
	SEN	0	0.189226475	94.54448673	94.93137205	0	0.189226475	94.59640916	94.87944963
	SPE	0	0.209391475	98.4352079	98.84065802	0	0.209391475	98.48962183	98.78624408
Parkinson	PAC	0	0.100403912	96.04769583	96.49955298	0	0.100403912	96.10833788	96.43891093
	SEN	0	0.118064733	97.14392547	97.46967293	0	0.118064733	97.18764281	97.42595559
	SPE	0	0.132191436	92.30860837	92.78786405	0	0.132191436	92.37292747	92.72354494
Pima Indian diabetics	PAC	0	0.092109816	80.171399	80.70052364	0	0.092109816	80.24241083	80.62951182
	SEN	0	0.085031456	76.12631776	76.69348033	0	0.085031456	76.20243452	76.61736358
	SPE	0	0.165042763	81.90646042	82.11053899	0	0.165042763	81.93384904	82.08315037
BUPA liver disease	PAC	0	0.155271161	70.23491732	70.49206105	0	0.155271161	70.26942761	70.45755076
	SEN	0	0.114021708	67.20708253	67.52742545	0	0.114021708	67.25007455	67.48443343
	SPE	0	0.145476728	73.12029125	73.35511283	0	0.145476728	73.15180577	73.32359831