An Optimal SVM with Feature Selection Using Multiobjective PSO

Table 2

Percentage of recognition score and reliability.

	Glass	Iris	Wine	German	Ionosphere	Sonar	Hepatitis	Bupa	Vowel	Heart
MOPSO-SVM
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
SVM
Recognition score	61.21	82.33	90.45	78.35	92.59	83.41	92.5	73.04	97.17	83.88
Reliability	94.64	98.45	99.65	79.57	92.98	87	89.87	72.77	99.89	85.49
MLP
Recognition score	82.78	98.54	98.42	89.86	96.44	93.76	92.76	87.94	77.6	92.8
Reliability	73.088	98.68	98.438	88.35	96.35	93.97	86.51	87.59	78.30	92.82
RBF
Recognition score	81.76	96.92	81.58	91.5	90.02	94.72	94.78	88.12	99.12	83.7
Reliability	75.822	96.96	88.87	94.94	93.11	94.86	97.07	91.49	99.3	86.59