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26879 GDCluster: A General Decentralized Clustering Algorithm
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Mashayekhi, H. and Habibi, J. and Khalafbeigi, T. and Voulgaris, S. and van Steen, M. (2015) GDCluster: A General Decentralized Clustering Algorithm. IEEE transactions on knowledge and data engineering, 27 (7). pp. 1892-1905. ISSN 1041-4347 *** ISI Impact 2,476 ***

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Official URL: http://dx.doi.org/10.1109/TKDE.2015.2391123

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Abstract

In many popular applications like peer-to-peer systems, large amounts of data are distributed among multiple sources. Analysis of this data and identifying clusters is challenging due to processing, storage, and transmission costs. In this paper, we propose GDCluster, a general fully decentralized clustering method, which is capable of clustering dynamic and distributed data sets. Nodes continuously cooperate through decentralized gossip-based communication to maintain summarized views of the data set. We customize GDCluster for execution of the partition-based and density-based clustering methods on the summarized views, and also offer enhancements to the basic algorithm. Coping with dynamic data is made possible by gradually adapting the clustering model. Our experimental evaluations show that GDCluster can discover the clusters efficiently with scalable transmission cost, and also expose its supremacy in comparison to the popular method LSP2P.

Item Type:Article
Research Group:EWI-PS: Pervasive Systems
Research Program:CTIT-General
Uncontrolled Keywords:Distributed systems, clustering, partition-based clustering, density-based clustering, dynamic system
ID Code:26879
Status:Published
Deposited On:17 March 2016
Refereed:Yes
International:Yes
ISI Impact Factor:2,476
More Information:statisticsmetis

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