An Adaptive Fuzzy Min-Max Neural Network Classifier Based on Principle Component Analysis and Adaptive Genetic Algorithm

Table 4

AFMN performance on different datasets.

Dataset	AFMN				FMCN				GFMN				FMNN
	misclassification (%)				misclassification (%)				misclassification (%)				misclassification (%)
	Min	Max	Ave	Std	Min	Max	Ave	Std	Min	Max	Ave	Std	Min	Max	Ave	Std
Thyroid	0.47	4.19	2.28	0.35	0.47	4.19	2.32	0.39	0.47	4.19	2.27	0.60	0.93	4.19	2.41	0.47
Wine	0	2.93	1.67	0.41	0	2.81	1.65	0.49	0	3.37	1.52	0.89	0.56	5.06	2.05	0.80
Ionosphere	9.97	12.54	12.49	1.15	9.97	13.68	13.26	1.24	9.69	13.96	12.08	1.88	6.27	8.26	7.39	1.44