Neuro fuzzy approach to pattern recognition

被引:13
作者
Ray, KS
Ghoshal, J
机构
[1] Electronic and Communications Sciences Unit, Indian Statistical Institute, Calcutta 700 035
关键词
multidimensional fuzzy implication (MFI); decomposed fuzzy implication (DFI); multidimensional fuzzy reasoning (MFR); pattern recognition; backpropagation neural network; neuro fuzzy computation;
D O I
10.1016/S0893-6080(96)00056-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
To tackle the pattern recognition problems first we give a new interpretation to the multi-dimensional fuzzy reasoning and then realize that new interpretation through a backpropagation type neural network. At the learning stage of the neural network fuzzy linguistic statements have been used. Once learned, the nonfuzzy features of a pattern can be classified. At the time of classification of the nonfuzzy features of a pattern we use the concept of fuzzy singleton. The performance of the proposed scheme Is tested through synthetic data. Finally, we use the proposed scheme for the vowel recognition problem of three Indian languages. Copyright (C) 1996 Elsevier Science Ltd.
引用
收藏
页码:161 / 182
页数:22
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