Automatic detection of heart disease using an artificial immune recognition system (AIRS) with fuzzy resource allocation mechanism and k-nn (nearest neighbour) based weighting preprocessing

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dc.contributor.authorPolat, Kemal
dc.contributor.authorSahan, Seral
dc.contributor.authorGuenes, Salih
dc.date.accessioned2020-03-26T17:17:02Z
dc.date.available2020-03-26T17:17:02Z
dc.date.issued2007
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractIt is evident that usage of machine learning methods in disease diagnosis has been increasing gradually. In this study, diagnosis of heart disease, which is a very common and important disease, was conducted with such a machine learning system. In this system, a new weighting scheme based on k-nearest neighbour (k-nn) method was utilized as a preprocessing step before the main classifier. Artificial immune recognition system (AIRS) with fuzzy resource allocation mechanism was our used classifier. We took the dataset used in our study from the UCI Machine Learning Database. The obtained classification accuracy of our system was 87% and it was very promising with regard to the other classification applications in the literature for this problem. (C) 2006 Elsevier Ltd. All rights reserved.en_US
dc.identifier.doi10.1016/j.eswa.2006.01.027en_US
dc.identifier.endpage631en_US
dc.identifier.issn0957-4174en_US
dc.identifier.issn1873-6793en_US
dc.identifier.issue2en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage625en_US
dc.identifier.urihttps://dx.doi.org/10.1016/j.eswa.2006.01.027
dc.identifier.urihttps://hdl.handle.net/20.500.12395/21232
dc.identifier.volume32en_US
dc.identifier.wosWOS:000242979100036en_US
dc.identifier.wosqualityQ1en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherPERGAMON-ELSEVIER SCIENCE LTDen_US
dc.relation.ispartofEXPERT SYSTEMS WITH APPLICATIONSen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectheart diseaseen_US
dc.subjectartificial immune systemen_US
dc.subjectAIRSen_US
dc.subjectk-nn based weighting preprocessingen_US
dc.subjectexpert systemsen_US
dc.titleAutomatic detection of heart disease using an artificial immune recognition system (AIRS) with fuzzy resource allocation mechanism and k-nn (nearest neighbour) based weighting preprocessingen_US
dc.typeArticleen_US

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