A system for detection of Liver Disorders based on Adaptive Neural Networks and Artificial Immune System

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dc.contributor.authorKahramanli, Humar
dc.contributor.authorAllahverdi, Novruz
dc.date.accessioned2020-03-26T17:26:21Z
dc.date.available2020-03-26T17:26:21Z
dc.date.issued2008
dc.departmentSelçuk Üniversitesien_US
dc.description8th WSEAS International Conference on Applied Computer Science (ACS 08) -- NOV 21-23, 2008 -- Venice, ITALYen_US
dc.description.abstractAlthough Artificial Neural Network (ANN) may achieve high accuracy of classification, the knowledge acquired by them is incomprehensible for humans. This fact is causing a serious problem in data mining applications. The rules that are derived from ANN are needed to be formed to solve this problem and various methods have been improved to extract these rules. Selection of the activation function is important in the performance of ANN. Networks with adaptive activation function seem to provide better fitting properties than classical architectures with fixed activation function neurons [1]. In this study, first neural network has been trained with adaptive activation function. Then for the purpose of extracting rules from adaptive ANN which has been trained for classification, OptaiNET that is an Artificial Immune Algorithm (AIS) has been used and a set of rules has been formed for liver disorder.en_US
dc.description.sponsorshipWSEASen_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.en_US
dc.identifier.endpage+en_US
dc.identifier.isbn978-960-474-028-4
dc.identifier.issn1790-5109en_US
dc.identifier.startpage25en_US
dc.identifier.urihttps://hdl.handle.net/20.500.12395/22177
dc.identifier.wosWOS:000264170900002en_US
dc.identifier.wosqualityN/Aen_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.language.isoenen_US
dc.publisherWORLD SCIENTIFIC AND ENGINEERING ACAD AND SOCen_US
dc.relation.ispartofPROCEEDINGS OF THE 8TH WSEAS INTERNATIONAL CONFERENCE ON APPLIED COMPUTER SCIENCE (ACS'08): RECENT ADVANCES ON APPLIED COMPUTER SCIENCEen_US
dc.relation.ispartofseriesRecent Advances in Computer Engineering
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectAdaptive Neural Networksen_US
dc.subjectArtificial Immune Systemsen_US
dc.subjectOptimizationen_US
dc.subjectRule extractionen_US
dc.subjectLiver Disordersen_US
dc.titleA system for detection of Liver Disorders based on Adaptive Neural Networks and Artificial Immune Systemen_US
dc.typeConference Objecten_US

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