Fast Density-Based Clustering Using Graphics Processing Units
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Loh, Woong-Kee | - |
dc.contributor.author | Moon, Yang-Sae | - |
dc.contributor.author | Park, Young-Ho | - |
dc.date.available | 2021-03-11T00:40:37Z | - |
dc.date.created | 2021-03-11 | - |
dc.date.issued | 2014-05 | - |
dc.identifier.issn | 1745-1361 | - |
dc.identifier.uri | https://scholarworks.bwise.kr/gachon/handle/2020.sw.gachon/80371 | - |
dc.description.abstract | Due to the recent technical advances, GPUs are used for general applications as well as screen display. Many research results have been proposed to the performance of previous CPU-based algorithms by a few hundred times using the GPUs. In this paper, we propose a density-based clustering algorithm called GSCAN, which reduces the number of unnecessary distance computations using a grid structure. As a result of our experiments. GSCAN outperformed CUDA-DClust [2] and DBSCAN [3] by up to 13.9 and 32.6 times, respectively. | - |
dc.language | 영어 | - |
dc.language.iso | en | - |
dc.publisher | IEICE-INST ELECTRONICS INFORMATION COMMUNICATIONS ENG | - |
dc.relation.isPartOf | IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS | - |
dc.title | Fast Density-Based Clustering Using Graphics Processing Units | - |
dc.type | Article | - |
dc.type.rims | ART | - |
dc.description.journalClass | 1 | - |
dc.identifier.wosid | 000342784200036 | - |
dc.identifier.doi | 10.1587/transinf.E97.D.1349 | - |
dc.identifier.bibliographicCitation | IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, v.E97D, no.5, pp.1349 - 1352 | - |
dc.description.isOpenAccess | N | - |
dc.identifier.scopusid | 2-s2.0-84893794129 | - |
dc.citation.endPage | 1352 | - |
dc.citation.startPage | 1349 | - |
dc.citation.title | IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS | - |
dc.citation.volume | E97D | - |
dc.citation.number | 5 | - |
dc.contributor.affiliatedAuthor | Loh, Woong-Kee | - |
dc.type.docType | Article | - |
dc.subject.keywordAuthor | density-based clustering | - |
dc.subject.keywordAuthor | graphics processing units | - |
dc.subject.keywordAuthor | grid structure | - |
dc.relation.journalResearchArea | Computer Science | - |
dc.relation.journalWebOfScienceCategory | Computer Science, Information Systems | - |
dc.relation.journalWebOfScienceCategory | Computer Science, Software Engineering | - |
dc.description.journalRegisteredClass | scie | - |
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