Reduced-rule based expert system by the simplification of logic functions for the diagnosis of diabetes

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dc.contributor.authorBasciftci, Fatih
dc.contributor.authorHatay, Omer Faruk
dc.date.accessioned2020-03-26T18:15:55Z
dc.date.available2020-03-26T18:15:55Z
dc.date.issued2011
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractDiabetes is a chronic and complex endocrine disease with metabolic disorders caused by the imbalance between secreted and needed insulin levels. In the present study, all probabilities were examined considering ten (10) indications (2(10)=1024 different cases) of diabetes using medical expert system (MES), and accordingly, a truth table was established. This table was simplified by the simplification method of logic functions. 15 main rules were obtained using minimization method for Boolean Functions (BFs). These rules established rules base of ES. Subsequently, the parameters of 768 patients were compared with this ES. Accuracy rate of the estimations of MES, created as a result these comparisons, was determined as 97.13% in diabetes patients, 97% in non-diabetes patients, 96.5% in Type 1 patients, 98.26% in Type 2 patients and 97.44% in pregnant patients. (C) 2011 Elsevier Ltd. All rights reserved.en_US
dc.description.sponsorshipSelcuk University, Konya, TurkeySelcuk Universityen_US
dc.description.sponsorshipThis work is supported by the Selcuk University Scientific Research Projects Coordinatorship, Konya, Turkey.en_US
dc.identifier.doi10.1016/j.compbiomed.2011.03.012en_US
dc.identifier.endpage356en_US
dc.identifier.issn0010-4825en_US
dc.identifier.issn1879-0534en_US
dc.identifier.issue6en_US
dc.identifier.pmid21492832en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage350en_US
dc.identifier.urihttps://dx.doi.org/10.1016/j.compbiomed.2011.03.012
dc.identifier.urihttps://hdl.handle.net/20.500.12395/26776
dc.identifier.volume41en_US
dc.identifier.wosWOS:000292178600006en_US
dc.identifier.wosqualityQ3en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.indekslendigikaynakPubMeden_US
dc.language.isoenen_US
dc.publisherPERGAMON-ELSEVIER SCIENCE LTDen_US
dc.relation.ispartofCOMPUTERS IN BIOLOGY AND MEDICINEen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectDecision supporten_US
dc.subjectExpert systemsen_US
dc.subjectReduced-rule baseen_US
dc.subjectBoolean function simplification methoden_US
dc.subjectDiagnosis of diabetes diseaseen_US
dc.titleReduced-rule based expert system by the simplification of logic functions for the diagnosis of diabetesen_US
dc.typeArticleen_US

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