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A Modified Parallel Learning Vector Quantization Algorithm for Real-Time Hardware Applications

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dc.authorscopusid43261000900
dc.authorscopusid15833929800
dc.authorscopusid30267681700
dc.contributor.authorAlkım, E.
dc.contributor.authorAkleylek, S.
dc.contributor.authorErdal, E.
dc.date.accessioned2020-06-21T13:18:16Z
dc.date.available2020-06-21T13:18:16Z
dc.date.issued2017
dc.departmentOndokuz Mayıs Üniversitesien_US
dc.department-temp[Alkım] Erdem, Department of Mathematics, Ege Üniversitesi, Izmir, Turkey; [Akleylek] Sedat, Department of Computer Engineering, Ondokuz Mayis Üniversitesi, Samsun, Turkey, Institute of Applied Mathematics, Middle East Technical University (METU), Ankara, Ankara, Turkey; [Erdal] Kiliç, Department of Computer Engineering, Ondokuz Mayis Üniversitesi, Samsun, Turkeyen_US
dc.description.abstractIn this study a modified learning vector quantization (LVQ) algorithm is proposed. For this purpose, relevance LVQ (RLVQ) algorithm is efficiently combined with a reinforcement mechanism. In this mechanism, it is shown that the proposed algorithm is not affected constantly by both relevance-irrelevance input dimensions and the winning of the same neuron. Hardware design of the proposed scheme is also given to illustrate the performance of the algorithm. The proposed algorithm is compared to the corresponding ones with regard to success rate and running time. © 2017 World Scientific Publishing Company.en_US
dc.identifier.doi10.1142/S0218126617501560
dc.identifier.issn0218-1266
dc.identifier.issn1793-6454
dc.identifier.issue10en_US
dc.identifier.scopus2-s2.0-85019573474
dc.identifier.scopusqualityQ3
dc.identifier.urihttps://doi.org/10.1142/S0218126617501560
dc.identifier.volume26en_US
dc.identifier.wosWOS:000401324700010
dc.identifier.wosqualityQ4
dc.language.isoenen_US
dc.publisherWorld Scientific Publishing Co. Pte Ltd wspc@wspc.com.sgen_US
dc.relation.ispartofJournal of Circuits Systems and Computersen_US
dc.relation.journalJournal of Circuits Systems and Computersen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectFPGAen_US
dc.subjectGLVQen_US
dc.subjectLVQen_US
dc.subjectReinforcement Mechanismen_US
dc.titleA Modified Parallel Learning Vector Quantization Algorithm for Real-Time Hardware Applicationsen_US
dc.typeArticleen_US
dspace.entity.typePublication

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