Hybrid Disease Diagnosis Using Multiobjective Optimization with Evolutionary Parameter Optimization

Table 12

Performance of hybrid systems on Statlog dataset.

Statlog
	Resampling	Without resampling	Resampling			Without resampling
			PSO	GSA	FA	PSO	GSA	FA
	Basic SVM		Parameter optimized SVM
PAC	85.19	84.44	85.56	85.56	85.56	84.44	84.81	84.44
Sensitivity	83.81	83.62	82.73	83.96	83.96	83.62	84.35	84.21
Specificity	86.06	85.06	87.50	86.59	86.59	85.06	85.16	84.62
F-measure	85.12	84.41	85.55	85.50	85.50	84.41	84.78	84.40
Recall	85.19	84.44	85.56	85.56	85.56	84.44	84.81	84.44
Precision	85.14	84.42	85.54	85.51	85.51	84.42	84.80	84.44
	Basic MLP		Parameter optimized MLP
PAC	86.67	77.41	90.37	90.74	89.63	84.07	81.85	85.93
Sensitivity	82.61	73.60	91.26	92.16	88.07	85.32	79.34	83.61
Specificity	89.68	80.69	89.82	89.88	90.68	83.23	83.89	87.84
F-measure	86.70	77.45	90.31	90.67	89.61	83.97	81.86	85.94
Recall	86.67	77.41	90.37	90.74	89.63	84.07	81.85	85.93
Precision	86.77	77.54	90.41	90.82	89.61	84.16	81.87	85.96