Automatic determination of diseases related to lymph system from lymphography data using principles component analysis (PCA), fuzzy weighting pre-processing and ANFIS

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dc.contributor.authorPolat, Kemal
dc.contributor.authorGunes, 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 lymph diseases, which is a very common and important disease, was conducted with such a machine learning system. In this study, we have detected on lymph diseases using principles component analysis (PCA), fuzzy weighting pre-processing and adaptive neuro-fuzzy inference system (ANFIS). The approach system has three stages. In the first stage, dimension of lymph diseases dataset that has 18 features is reduced to four features using principles component analysis. In the second stage, a new weighting scheme based on fuzzy weighting method was utilized as a pre-processing step before the main classifier. Then, in the third stage, ANFIS was our used classifier. We took the lymph diseases dataset used in our study from the UCI machine learning database. The obtained classification accuracy of our system was 88.83% 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.2006.06.004en_US
dc.identifier.endpage641en_US
dc.identifier.issn0957-4174en_US
dc.identifier.issue3en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage636en_US
dc.identifier.urihttps://dx.doi.org/10.1016/j.eswa.2006.06.004
dc.identifier.urihttps://hdl.handle.net/20.500.12395/21233
dc.identifier.volume33en_US
dc.identifier.wosWOS:000245754400011en_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.subjectlymph diseasesen_US
dc.subjectPCAen_US
dc.subjectANFISen_US
dc.subjectfuzzy weighting pre-processingen_US
dc.subjectexpert systemsen_US
dc.titleAutomatic determination of diseases related to lymph system from lymphography data using principles component analysis (PCA), fuzzy weighting pre-processing and ANFISen_US
dc.typeArticleen_US

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