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

Table 6

Robustness test on different amplitudes of noise.

Amplitude of noise (%)	AFMN			FMCN			GFMN			FMNN
	misclassification (%)			misclassification (%)			misclassification (%)			misclassification (%)
	Min	Max	Ave	Min	Max	Ave	Min	Max	Ave	Min	Max	Ave
1	0	1.33	1.12	0	3.33	1.42	0	3.33	1.55	0	4	2.09
5	0	2.67	1.30	0	3.33	1.85	0	3.33	1.91	0	4.67	2.24
10	0.67	2.67	1.70	0.67	4	2.09	0.67	4.67	2.38	1.33	5.33	2.68