A NEW APPROACH TO CLASSIFICATION RULE EXTRACTION PROBLEM BY THE REAL VALUE CODING

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dc.contributor.authorKoklu, Murat
dc.contributor.authorKahramanli, Humar
dc.contributor.authorAllahverdi, Novruz
dc.date.accessioned2020-03-26T18:23:32Z
dc.date.available2020-03-26T18:23:32Z
dc.date.issued2012
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractIn this study a new method that uses artificial immune system (AIS) algorithm has been presented to extract rules from medical related dataset. Four real life problems data were investigated for determining feasibility of the proposed method. The data were obtained from machine learning repository of University of California at Irvine (UCI). The datasets were obtained from Iris Dataset which is the multi-class problem, Pima Indian Diabetes Dataset and two different Wisconsin Breast Cancer datasets. The proposed method achieved prediciton accuracy ratios of 100%, 77.2%, 98.54% and 95.61% for the Iris, Pima Indians Diabetes, Wisconsin Breast Cancer (original) and Wisconsin Breast Cancer (diagnostic) datasets, respectively. It has been observed that these results are better than the results obtained from related previous studies.en_US
dc.description.sponsorshipScientific Research Projects Unit of Selcuk UniversitySelcuk Universityen_US
dc.description.sponsorshipThis study is supported by the Scientific Research Projects Unit of Selcuk University. The authors would like to thank the anonymous reviewers for their valuable comments and suggestions to improve the quality of the paper.en_US
dc.identifier.endpage6315en_US
dc.identifier.issn1349-4198en_US
dc.identifier.issue9en_US
dc.identifier.scopusqualityQ3en_US
dc.identifier.startpage6303en_US
dc.identifier.urihttps://hdl.handle.net/20.500.12395/27676
dc.identifier.volume8en_US
dc.identifier.wosWOS:000309246100023en_US
dc.identifier.wosqualityN/Aen_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherICIC INTERNATIONALen_US
dc.relation.ispartofINTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROLen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectRules extractionen_US
dc.subjectArtificial immune systemsen_US
dc.subjectCLONALG algorithmen_US
dc.titleA NEW APPROACH TO CLASSIFICATION RULE EXTRACTION PROBLEM BY THE REAL VALUE CODINGen_US
dc.typeArticleen_US

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