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General Information
    • ISSN: 2301-3559
    • Frequency: Quarterly
    • DOI: 10.18178/LNSE
    • Editor-in-Chief: Prof. Jemal Antidze
    • Executive Editor: Ms. Nina Lee
    • Abstracting/ Indexing: EI (INSPEC, IET), DOAJ, Electronic Journals Library, Engineering & Technology Digital Library, Ulrich's Periodicals Directory, International Computer Science Digital Library (ICSDL), ProQuest and Google Scholar.
    • E-mail: lnse@ejournal.net
Editor-in-chief
Prof. Jemal Antidze
I. Vekua Scientific Institute of Applied Mathematics
Tbilisi State University, Georgia
I'm happy to take on the position of editor in chief of LNSE. We encourage authors to submit papers concerning any branch of Software Engineering.

LNSE 2013 Vol.1(3): 244-248 ISSN: 2301-3559
DOI: 10.7763/LNSE.2013.V1.53

New Incremental Privacy-Preserving Clustering Protocols

Saeed Samet and Ali Miri
Abstract—We consider the problem of data clustering on streamed data, when the number of transactions is growing very quickly, or when data is distributed among several parties and their privacy is a concern. In this paper we present two new protocols for incremental privacy-preserving k-means clustering, which is a very popular data mining method, when data is distributed, horizontally or vertically, among multiple parties. At the end of each protocol, each party, without revealing its own private data, receives the final result of the clustering algorithm. Also, to improve efficiency, previous knowledge is used to incrementally update the centers and membership of each cluster.

Index Terms—Clustering, security and privacy-preserving, incremental algorithms, data mining and machine learning, distributed data structures.

Saeed Samet is with the Faculty of Medicine, Memorial University of Newfoundland, St. John's, NL, Canada (e-mail: ssamet@mun.ca).
Ali Miri is with the Department of Computer Science, Ryerson University, Toronto, ON, Canada (e-mail: Ali.Miri@ryerson.ca).

[PDF]

Cite: Saeed Samet and Ali Miri, "New Incremental Privacy-Preserving Clustering Protocols," Lecture Notes on Software Engineering vol. 1, no. 3, pp. 244-248, 2013.

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