کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
409960 679109 2012 4 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Flow-based grey single-layer perceptron with fuzzy integral
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Flow-based grey single-layer perceptron with fuzzy integral
چکیده انگلیسی

A flow-based perceptron constructed on the basis of the nonadditive grey single-layer perceptron (GSLP) is proposed. In common with the nonadditive GSLP, the proposed perceptron has the property that it measures the grades of relationship between input patterns and a typical pattern using gray relational analysis (GRA) and a Choquet fuzzy-integral-based neuron. However, the proposed perceptron further uses the single criterion net flow for each criterion, instead of the original performance value, to perform GRA. All flows representing preference information among patterns can be generated using the preference relation to gauge the intensity of preference for one pattern over another on each criterion. Experimental results further demonstrate that the generalization ability of the proposed perceptron performs well compared to that of the nonadditive GSLP.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Neurocomputing - Volume 91, 15 August 2012, Pages 86–89
نویسندگان
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