An Optimal SVM with Feature Selection Using Multiobjective PSO

Table 4

MOPSO-SVM with and without feature selection.

	Glass	Iris	Wine	German	Ionosphere	Sonar	Hepatitis	Bupa	Vowel	Heart
With feature selection
Recognition score	81.31	94.67	97.75	84.20	92.31	90.87	96.25	82.32	97.78	87.41
Reliability	92.94	97.93	100	89.89	93.99	90.85	92.095	82.06	99.89	87.3
Without feature selection
Recognition score	71.50	95.33	97.19	84.30	92.02	87.98	95	81.16	96.06	84.07
Reliability	84.5	96.68	98.41	90.84	94.12	88.81	90.815	80.64	99.68	83.89