Medical decision support system based on artificial immune recognition immune system (AIRS), fuzzy weighted pre-processing and feature selection

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dc.contributor.authorPolat, Kemal
dc.contributor.authorGunes, Salih
dc.date.accessioned2020-03-26T17:17:41Z
dc.date.available2020-03-26T17:17:41Z
dc.date.issued2007
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractIn this study, diagnosis of hepatitis disease, which is a very common and important disease, was conducted with a machine learning system. The proposed machine learning approach has three stages. The first stage, the feature number of hepatitis disease dataset was reduced to 10 from 19 in the feature selection (FS) sub-program by means of C 4.5 decision tree algorithm. Then, hepatitis disease dataset is normalized in the range of [0, 1] and is weighted with fuzzy weighted pre-processing. Then, weighted input values obtained from fuzzy weighted pre-processing is classified by using AIRS classifier system. In this study, fuzzy weighted pre-processing, which can improved by ours, is a new method and firstly, it is applied to hepatitis disease dataset. We took the dataset used in our study from the UCI machine learning database. The obtained classification accuracy of our system was 94.12% 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.2006.05.013en_US
dc.identifier.endpage490en_US
dc.identifier.issn0957-4174en_US
dc.identifier.issue2en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage484en_US
dc.identifier.urihttps://dx.doi.org/10.1016/j.eswa.2006.05.013
dc.identifier.urihttps://hdl.handle.net/20.500.12395/21471
dc.identifier.volume33en_US
dc.identifier.wosWOS:000244344000024en_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.subjectartificial immune recognition immune systemen_US
dc.subjectfuzzy weighted pre-processingen_US
dc.subjectfeature selectionen_US
dc.subjecthepatitis diseaseen_US
dc.subjectmedical diagnosisen_US
dc.titleMedical decision support system based on artificial immune recognition immune system (AIRS), fuzzy weighted pre-processing and feature selectionen_US
dc.typeArticleen_US

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