Medical application of information gain based artificial immune recognition system (AIRS): Diagnosis of thyroid disease

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dc.contributor.authorKodaz, Halife
dc.contributor.authorOezsen, Seral
dc.contributor.authorArslan, Ahmet
dc.contributor.authorGuenes, Salih
dc.date.accessioned2020-03-26T17:39:13Z
dc.date.available2020-03-26T17:39:13Z
dc.date.issued2009
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractIn this paper, we have made medical application of a new artificial immune system named the information gain based artificial immune recognition system (IG-AIRS) which minimizes the negative effects of taking into account all attributes in calculating Euclidean distance in shape-space representation which is used in many artificial immune systems. For medical data, thyroid disease data set was applied in the performance analysis of our proposed system. Our proposed system reached 95.90% classification accuracy with 10-fold CV method. This result ensured that IG-AIRS would be helpful in diagnosing thyroid function based on laboratory tests, and would open the way to various ill diagnoses support by using the recent clinical examination data, and we are actually in progress. (C) 2008 Elsevier Ltd. All rights reserved.en_US
dc.description.sponsorshipSelcuk UniversitySelcuk Universityen_US
dc.description.sponsorshipThis study hits been supported by the Scientific Research Projects of Selcuk University.en_US
dc.identifier.doi10.1016/j.eswa.2008.01.026en_US
dc.identifier.endpage3092en_US
dc.identifier.issn0957-4174en_US
dc.identifier.issn1873-6793en_US
dc.identifier.issue2en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage3086en_US
dc.identifier.urihttps://dx.doi.org/10.1016/j.eswa.2008.01.026
dc.identifier.urihttps://hdl.handle.net/20.500.12395/23671
dc.identifier.volume36en_US
dc.identifier.wosWOS:000262178100052en_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 systemsen_US
dc.subjectArtificial immune recognition systemen_US
dc.subjectInformation gainen_US
dc.subjectMedical diagnosisen_US
dc.subjectThyroid diseaseen_US
dc.titleMedical application of information gain based artificial immune recognition system (AIRS): Diagnosis of thyroid diseaseen_US
dc.typeArticleen_US

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