Distributed data mining: a survey

Distributed data mining: a survey

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Article ID: iaor20126905
Volume: 13
Issue: 4
Start Page Number: 403
End Page Number: 409
Publication Date: Dec 2012
Journal: Information Technology and Management
Authors: , , , , , , ,
Keywords: computational analysis: parallel computers
Abstract:

Most data mining approaches assume that the data can be provided from a single source. If data was produced from many physically distributed locations like Wal‐Mart, these methods require a data center which gathers data from distributed locations. Sometimes, transmitting large amounts of data to a data center is expensive and even impractical. Therefore, distributed and parallel data mining algorithms were developed to solve this problem. In this paper, we survey the‐state‐of‐the‐art algorithms and applications in distributed data mining and discuss the future research opportunities.

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