Generalized classifier neural network

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dc.authoridOZYILDIRIM, Buse Melis/0000-0003-1960-3787
dc.authoridAVCI, MUTLU/0000-0002-4412-4764
dc.contributor.authorOzyildirim, Buse Melis
dc.contributor.authorAvci, Mutlu
dc.date.accessioned2025-01-06T17:38:06Z
dc.date.available2025-01-06T17:38:06Z
dc.date.issued2013
dc.description.abstractIn this work a new radial basis function based classification neural network named as generalized classifier neural network, is proposed. The proposed generalized classifier neural network has five layers, unlike other radial basis function based neural networks such as generalized regression neural network and probabilistic neural network. They are input, pattern, summation, normalization and output layers. In addition to topological difference, the proposed neural network has gradient descent based optimization of smoothing parameter approach and diverge effect term added calculation improvements. Diverge effect term is an improvement on summation layer calculation to supply additional separation ability and flexibility. Performance of generalized classifier neural network is compared with that of the probabilistic neural network, multilayer perceptron algorithm and radial basis function neural network on 9 different data sets and with that of generalized regression neural network on 3 different data sets include only two classes in MATLAB environment. Better classification performance up to %89 is observed. Improved classification performances proved the effectivity of the proposed neural network. (C) 2012 Elsevier Ltd. All rights reserved.
dc.identifier.doi10.1016/j.neunet.2012.12.001
dc.identifier.endpage26
dc.identifier.issn0893-6080
dc.identifier.issn1879-2782
dc.identifier.pmid23298551
dc.identifier.scopus2-s2.0-84872194773
dc.identifier.scopusqualityQ1
dc.identifier.startpage18
dc.identifier.urihttps://doi.org/10.1016/j.neunet.2012.12.001
dc.identifier.urihttps://hdl.handle.net/20.500.14669/2480
dc.identifier.volume39
dc.identifier.wosWOS:000315552900003
dc.identifier.wosqualityQ1
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.indekslendigikaynakPubMed
dc.language.isoen
dc.publisherPergamon-Elsevier Science Ltd
dc.relation.ispartofNeural Networks
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_20241211
dc.subjectGCNN
dc.subjectGRNN
dc.subjectPNN
dc.subjectClassification neural networks
dc.subjectGradient descent learning
dc.titleGeneralized classifier neural network
dc.typeArticle

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