White Papers

Peer-to-Peer Data Mining, Privacy Issues, and Games

Overview Peer-to-Peer (P2P) networks are gaining increasing popularity in many distributed applications such as file-sharing, network storage, web caching, searching and indexing of relevant documents and P2P network-threat analysis. Many of these applications require scalable analysis of data over a P2P network. This paper offers a brief overview of distributed data mining applications and algorithms for P2P environments. It also discusses some of the privacy concerns with P2P data mining and points out the problems of existing privacy-preserving multi-party data mining techniques. It further points out that most of the nice assumptions of this existing privacy preserving techniques fall apart in real-life applications of Privacy-Preserving Distributed Data Mining (PPDM).

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Publisher
University of Maryland
File Format
PDF
Date Published
Sep 19, 2008
Format
White Papers
Topics
Network Design, Data Mining - Analysis, Software Engineering

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