A Biomedical Decision Support System Using LS-SVM Classifier with an Efficient and New Parameter Regularization Procedure for Diagnosis of Heart Valve Diseases

Basit Öğe Kaydı
dc.contributor.authorComak, Emre
dc.contributor.authorArslan, Ahmet
dc.date.accessioned2020-03-26T18:23:26Z
dc.date.available2020-03-26T18:23:26Z
dc.date.issued2012
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractClassification success of Support Vector Machine (SVM) depends on the characteristic of given data set and some training parameters (C and sigma). In literature, a few studies have been presented for regularization of these parameters which affects classification performance directly. This study proposes a new approach based on Renyi's entropy and Logistic regression methods for parameter regularization. Our regularization procedure runs at two steps. In the first step, optimal value of kernel parameter interval is found via Renyi's entropy method and optimal C value is found via logistic regression using exponential function in the next step. In addition to, this new decision support system is applied to biomedical research area via an application related to Doppler Heart Sounds (DHS). Experimental results show the efficiency of developed regularization procedure.en_US
dc.identifier.doi10.1007/s10916-010-9500-5en_US
dc.identifier.endpage556en_US
dc.identifier.issn0148-5598en_US
dc.identifier.issn1573-689Xen_US
dc.identifier.issue2en_US
dc.identifier.pmid20703696en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage549en_US
dc.identifier.urihttps://dx.doi.org/10.1007/s10916-010-9500-5
dc.identifier.urihttps://hdl.handle.net/20.500.12395/27654
dc.identifier.volume36en_US
dc.identifier.wosWOS:000303825500021en_US
dc.identifier.wosqualityQ2en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.indekslendigikaynakPubMeden_US
dc.language.isoenen_US
dc.publisherSPRINGERen_US
dc.relation.ispartofJOURNAL OF MEDICAL SYSTEMSen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectDoppler heart soundsen_US
dc.subjectFeature extractionen_US
dc.subjectSupport vector machinesen_US
dc.subjectDecision support systemsen_US
dc.subjectParameter regularizationen_US
dc.titleA Biomedical Decision Support System Using LS-SVM Classifier with an Efficient and New Parameter Regularization Procedure for Diagnosis of Heart Valve Diseasesen_US
dc.typeArticleen_US

Dosyalar

Koleksiyon

WoS İndeksli Yayınlar Koleksiyonu
PubMed İndeksli Yayın Koleksiyonu
Scopus İndeksli Yayınlar Koleksiyonu