Title :
Conversion degree functions induced by qualitative mapping and fuzzy artificial neurons
Author :
Feng, Jia-Li ; Wu, Zhi-Xiong
Author_Institution :
Dept. of Comput. Sci., Shanghai Maritime Univ., China
Abstract :
Two definitions of qualitative mapping (QM) and conversion degree function (CDF) are presented in this paper. It is shown that, under the action of some special conversion degree functions, its qualitative criterion is turned into a fuzzy qualitative criterion. A fuzzy artificial neuron can be induced by an m-dimension weight conversion degree function (MWCDF) ηi(x), and two classifying algorithms based on MWCDF for two nonlinear patterns, XOR and two spirals, are given respectively.
Keywords :
fuzzy neural nets; XOR; conversion degree function; fuzzy artificial neuron; fuzzy qualitative criterion; m-dimension weight conversion degree function; qualitative mapping; Artificial neural networks; Blood; Computer science; Fuzzy neural networks; Fuzzy set theory; Fuzzy sets; Neurons; Quality management; Spirals; Sugar;
Conference_Titel :
Machine Learning and Cybernetics, 2003 International Conference on
Print_ISBN :
0-7803-8131-9
DOI :
10.1109/ICMLC.2003.1259656