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dc.contributor.authorAksaç, Alper
dc.contributor.authorÖzyer, Tansel
dc.contributor.authorAlhajj, Reda
dc.date.accessioned2019-12-19T08:04:44Z
dc.date.available2019-12-19T08:04:44Z
dc.date.issued2019en_US
dc.identifier.citationAksaç, A., Özyer, T. ve Alhajj, R. (2019). CutESC: Cutting edge spatial clustering technique based on proximity graphs. Pattern Recognition, 96. https://doi.org/10.1016/j.patcog.2019.06.014en_US
dc.identifier.issn0031-3203
dc.identifier.issn1873-5142
dc.identifier.urihttps://doi.org/10.1016/j.patcog.2019.06.014
dc.identifier.urihttps://hdl.handle.net/20.500.12511/4538
dc.description.abstractIn this paper, we propose a cut-edge algorithm for spatial clustering (CutESC) based on proximity graphs. The CutESC algorithm removes edges when a cut-edge value for the edge's endpoints is below a threshold. The cut-edge value is calculated by using statistical features and spatial distribution of data based on its neighborhood. Also, the algorithm works without any prior information and preliminary parameter settings while automatically discovering clusters with non-uniform densities, arbitrary shapes, and outliers. However, there is an option which allows users to set two parameters to better adapt clustering solutions for particular problems. To assess advantages of CutESC algorithm, experiments have been conducted using various two-dimensional synthetic, high-dimensional real-world, and image segmentation datasets.en_US
dc.language.isoengen_US
dc.publisherElsevieren_US
dc.rightsinfo:eu-repo/semantics/embargoedAccessen_US
dc.subjectSpatial Data Miningen_US
dc.subjectClusteringen_US
dc.subjectProximity Graphsen_US
dc.subjectGraph Theoryen_US
dc.titleCutESC: Cutting edge spatial clustering technique based on proximity graphsen_US
dc.typearticleen_US
dc.relation.ispartofPattern Recognitionen_US
dc.departmentİstanbul Medipol Üniversitesi, Mühendislik ve Doğa Bilimleri Fakültesi, Bilgisayar Mühendisliği Bölümüen_US
dc.authorid0000-0001-6657-9738en_US
dc.identifier.issue96en_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.identifier.doi10.1016/j.patcog.2019.06.014en_US
dc.identifier.wosqualityQ1en_US
dc.identifier.scopusqualityQ1en_US


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