Diagnosis of Heart Disease Using Artificial Immune Recognition System and Fuzzy Weighted Pre-Processing

Basit Öğe Kaydı
dc.contributor.authorPolat, Kemal
dc.contributor.authorGüneş, Salih
dc.contributor.authorTosun, Sülayman
dc.date.accessioned2020-03-26T17:03:21Z
dc.date.available2020-03-26T17:03:21Z
dc.date.issued2006
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractThis paper presents a novel method for diagnosis of heart disease. The proposed method is based on a hybrid method that uses fuzzy weighted pre-processing and artificial immune recognition system (AIRS). Artificial immune recognition system has showed an effective performance on several problems such as machine learning benchmark problems and medical classification problems like breast cancer, diabetes, liver disorders classification. The robustness of the proposed method is examined using classification accuracy, k-fold cross-validation method and confusion matrix. The obtained classification accuracy is 96.30% and it is very promising compared to the previously reported classification techniques.en_US
dc.identifier.citationPolat, K., Güneş, S., Tosun, S., (2006). Diagnosis of Heart Disease Using Artificial Immune Recognition System and Fuzzy Weighted Pre-Processing. Pattern Recognition, (39), 2186-2193. Doi: 10.1016/j.patcog.2006.05.028
dc.identifier.doi10.1016/j.patcog.2006.05.028en_US
dc.identifier.endpage2193en_US
dc.identifier.issn0031-3203en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage2186en_US
dc.identifier.urihttps://dx.doi.org/10.1016/j.patcog.2006.05.028
dc.identifier.urihttps://hdl.handle.net/20.500.12395/20432
dc.identifier.volume39en_US
dc.identifier.wosWOS:000240156500021en_US
dc.identifier.wosqualityQ1en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.institutionauthorPolat, Kemal
dc.institutionauthorGüneş, Salih
dc.institutionauthorTosun, Sülayman
dc.language.isoenen_US
dc.publisherPergamon-Elsevier Science Ltden_US
dc.relation.ispartofPattern Recognitionen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectheart diseaseen_US
dc.subjectartificial immune systemen_US
dc.subjectAIRSen_US
dc.subjectFuzzy weighted pre-processingen_US
dc.subjectk-fold cross validationen_US
dc.subjectmedical diagnosisen_US
dc.titleDiagnosis of Heart Disease Using Artificial Immune Recognition System and Fuzzy Weighted Pre-Processingen_US
dc.typeArticleen_US

Dosyalar

Orijinal paket
Listeleniyor 1 - 1 / 1
Küçük Resim
İsim:
20432.pdf
Boyut:
308.42 KB
Biçim:
Adobe Portable Document Format
Açıklama:
Makale Dosyası
İndir

Koleksiyon

WoS İndeksli Yayınlar Koleksiyonu
Bilgisayar Mühendisliği Bölümü/Makale Koleksiyonu
Elektirik ve Elektronik Mühendisliği/Makale Koleksiyonu
Scopus İndeksli Yayınlar Koleksiyonu