On Using Structural Patterns In Data For Classification

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dc.contributor.authorArslan, G.
dc.contributor.authorKarabulut, B.
dc.contributor.authorUnver, H. M.
dc.date.accessioned2021-01-14T18:10:21Z
dc.date.available2021-01-14T18:10:21Z
dc.date.issued2020
dc.departmentKKÜ
dc.description.abstractThere are some interesting approaches for classification such as semi-supervised algorithms, algorithms that learn distance functions, and various extensions and generalizations of support vector machines. In this study, we propose a new clustering algorithm that uses similarities only and is used as an intermediate step for classification. The motivation for this combined approach is to obtain information from the data set that can be used for classification. After obtaining a clustering of the data set with the proposed clustering algorithm, we apply different strategies for classification. The results on some data sets show that this approach can have some advantages. For example, when using support vector machines, the size of the training set is reduced, while at the same time, comparable performance results are obtained with a smaller number of support vectors.en_US
dc.description.sponsorshipKirikkale University with scientific research project (BAP)Kirikkale University [2018/007]en_US
dc.description.sponsorshipThis study is the part of a project supported by Kirikkale University with scientific research project (BAP) grant no.: 2018/007.en_US
dc.identifier.citationclosedAccessen_US
dc.identifier.doi10.17654/AS065010033
dc.identifier.endpage56en_US
dc.identifier.issn0972-3617
dc.identifier.issue1en_US
dc.identifier.startpage33en_US
dc.identifier.urihttps://doi.org/10.17654/AS065010033
dc.identifier.urihttps://hdl.handle.net/20.500.12587/12530
dc.identifier.volume65en_US
dc.identifier.wosWOS:000599606000003
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.language.isoen
dc.publisherPUSHPA PUBLISHING HOUSEen_US
dc.relation.ispartofADVANCES AND APPLICATIONS IN STATISTICS
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectstructural patternen_US
dc.subjectclusteringen_US
dc.subjectclassificationen_US
dc.subjectk-meansen_US
dc.subjectsupport vector machineen_US
dc.titleOn Using Structural Patterns In Data For Classificationen_US
dc.typeArticle

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