Gelişmiş Arama

Basit öğe kaydını göster

dc.contributor.authorÇekik, Rasim
dc.contributor.authorTelceken, Sedat
dc.date.accessioned2019-10-21T19:44:19Z
dc.date.available2019-10-21T19:44:19Z
dc.date.issued2018
dc.identifier.issn1432-7643
dc.identifier.issn1433-7479
dc.identifier.urihttps://dx.doi.org/10.1007/s00500-016-2443-0
dc.identifier.urihttps://hdl.handle.net/11421/19854
dc.descriptionWOS: 000426761200012en_US
dc.description.abstractDiscovering the common attributes of an object is an important problem in classification. The rough sets theory (RST) successfully reveals the relationship between an object, its attributes and classes and helps bring a solution to the classification problem. In this study, a new classification method has been developed that uses RST and a similarity-based method to create the weight matrix scoring system. The proposed method is named feature weighted rough set classification (FWRSC) and is compared with the classification methods in WEKA for five different datasets. The experimental results show that FWRSC gives higher performance than most of the methods in WEKA. Additionally, FWRSC produces the highest performance in terms of accuracy with an overall average of 67.47% for five different datasets.en_US
dc.description.sponsorshipAnadolu University Scientific Research Project Commission [1402F047]en_US
dc.description.sponsorshipThis work has been partially supported by Anadolu University Scientific Research Project Commission under the Grant Number 1402F047.en_US
dc.language.isoengen_US
dc.publisherSpringeren_US
dc.relation.isversionof10.1007/s00500-016-2443-0en_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectRough Sets Theory (Rst)en_US
dc.subjectData Miningen_US
dc.subjectClassificationen_US
dc.titleA new classification method based on rough sets theoryen_US
dc.typearticleen_US
dc.relation.journalSoft Computingen_US
dc.contributor.departmentAnadolu Üniversitesi, Mühendislik Fakültesi, Bilgisayar Mühendisliği Bölümüen_US
dc.identifier.volume22en_US
dc.identifier.issue6en_US
dc.identifier.startpage1881en_US
dc.identifier.endpage1889en_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US]


Bu öğenin dosyaları:

Thumbnail

Bu öğe aşağıdaki koleksiyon(lar)da görünmektedir.

Basit öğe kaydını göster