AN INCREMENTAL NONSMOOTH OPTIMIZATION ALGORITHM FOR CLUSTERING USING L-1 AND L-infinity NORMS

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dc.contributor.authorOrdin, Burak
dc.contributor.authorBagirov, Adil
dc.contributor.authorMohebi, Ehsan
dc.date.accessioned2020-12-01T11:57:46Z
dc.date.available2020-12-01T11:57:46Z
dc.date.issued2020
dc.departmentEge Üniversitesien_US
dc.description.abstractAn algorithm is developed for solving clustering problems with the similarity measure defined using the L-1 and L(infinity )norms. It is based on an incremental approach and applies nonsmooth optimization methods to find cluster centers. Computational results on 12 data sets are reported and the proposed algorithm is compared with the X-means algorithm.en_US
dc.description.sponsorshipAustralian Government through the Australian Research CouncilAustralian Research Council [DP190100580]en_US
dc.description.sponsorshipThe authors would like to thank two anonymous referees for their comments that helped to improve the quality of the paper. This research by Dr. A. Bagirov was funded by the Australian Government through the Australian Research Council's Discovery Projects scheme (Project No.: DP190100580). the paper was completed when Dr. A. Bagirov visited Chongqing Normal University, China.en_US
dc.identifier.doi10.3934/jimo.2019079
dc.identifier.endpage2779en_US
dc.identifier.issn1547-5816
dc.identifier.issn1553-166X
dc.identifier.issn1547-5816en_US
dc.identifier.issn1553-166Xen_US
dc.identifier.issue6en_US
dc.identifier.startpage2757en_US
dc.identifier.urihttps://doi.org/10.3934/jimo.2019079
dc.identifier.urihttps://hdl.handle.net/11454/61805
dc.identifier.volume16en_US
dc.identifier.wosWOS:000581716000009en_US
dc.identifier.wosqualityQ3en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.language.isoenen_US
dc.publisherAmer Inst Mathematical Sciences-Aimsen_US
dc.relation.ispartofJournal of Industrial and Management Optimizationen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectNonsmooth optimizationen_US
dc.subjectnonconvex optimizationen_US
dc.subjectcluster analysisen_US
dc.subjectunsupervised learningen_US
dc.subjectincremental algorithmen_US
dc.titleAN INCREMENTAL NONSMOOTH OPTIMIZATION ALGORITHM FOR CLUSTERING USING L-1 AND L-infinity NORMSen_US
dc.typeArticleen_US

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