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Digital Library Gesellschaft für Informatik e.V.
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Classifying documents by distributed P2P clustering

Author:
Eisenhardt, Martin [DBLP] ;
Müller, Wolfgang [DBLP] ;
Henrich, Andreas [DBLP]
Abstract
Clustering documents into classes is an important task in many Information Retrieval (IR) systems. This achieved grouping enables a description of the contents of the document collection in terms of the classes the documents fall into. The compactness of such a description is even more desirable in cases where the document collection is spread across different computers and locations; document classes can then be used to describe each partial document collection in a conveniently short form that can easily be exchanged with other nodes on the network. Unfortunately, most clustering schemes cannot easily be distributed. Additionally, the costs of transferring all data to a central clustering service are prohibitive in large-scale systems. In this paper, we introduce an approach which is capable of classifying documents that are distributed across a Peer-to-Peer (P2P) network. We present measurements taken on a P2P network using synthetic and real-world data sets.
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Eisenhardt, M., Müller, W. & Henrich, A., (2003). Classifying documents by distributed P2P clustering. In: Dittrich, K. R., König, W., Oberweis, A., Rannenberg, K. & Wahlster, W. (Hrsg.), INFORMATIK 2003 – Innovative Informatikanwendungen, Band 2, Beiträge der 33. Jahrestagung der Gesellschaft für Informatik e.V. (GI). Bonn: Gesellschaft für Informatik e.V.. (S. 286-291).
@inproceedings{mci/Eisenhardt2003,
author = {Eisenhardt, Martin AND Müller, Wolfgang AND Henrich, Andreas},
title = {Classifying documents by distributed P2P clustering},
booktitle = {INFORMATIK 2003 – Innovative Informatikanwendungen, Band 2, Beiträge der 33. Jahrestagung der Gesellschaft für Informatik e.V. (GI)},
year = {2003},
editor = {Dittrich, Klaus R. AND König, Wolfgang AND Oberweis, Andreas AND Rannenberg, Kai AND Wahlster, Wolfgang} ,
pages = { 286-291 },
publisher = {Gesellschaft für Informatik e.V.},
address = {Bonn}
}
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More Info

ISBN: 3-88579-364-4
ISSN: 1617-5468
xmlui.MetaDataDisplay.field.date: 2003
Language: en (en)
Content Type: Text/Conference Paper
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  • P035 - INFORMATIK 2003 - Innovative Informatikanwendungen - Band 2 [77]

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Diese Digital Library basiert auf DSpace.

 

 


About uns | FAQ | Help | Imprint | Datenschutz

Gesellschaft für Informatik e.V. (GI), Kontakt: Geschäftsstelle der GI
Diese Digital Library basiert auf DSpace.