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• W2109709492 abstract "<para xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink> In this paper, we propose a new class of neuro-fuzzy systems. Moreover, we develop a novel method for reduction of such systems without the deterioration of their accuracy. The reduction algorithm gradually eliminates inputs, rules, antecedents, and the number of discretization points of integrals in the center of area defuzzification method. It then automatically detects and merges similar input and output fuzzy sets. Through computer simulations it is shown that accuracy of the system after reduction and merging has not deteriorated despite the fact that in some cases up to 54% of various parameters and 74% of inputs were eliminated. The reduction algorithm has been tested using well-known classification benchmarks. </para>" @default.
• W2109709492 created "2016-06-24" @default.
• W2109709492 creator A5068907804 @default.
• W2109709492 date "2009-04-01" @default.
• W2109709492 modified "2023-10-13" @default.
• W2109709492 title "A New Method for Design and Reduction of Neuro-Fuzzy Classification Systems" @default.
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• W2109709492 doi "https://doi.org/10.1109/tnn.2009.2012425" @default.
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