| On building graphs of documents with artificial ants |
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International World Wide Web Conference
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Proceedings of the 16th international conference on World Wide Web
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Banff, Alberta, Canada
POSTER SESSION: Systems
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Pages: 1299 - 1300
Year of Publication: 2007
ISBN:978-1-59593-654-7
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Authors
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Hanane Azzag
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Laboratoire d'Informatique de l'Université de Paris-Nord, Villetaneuse, France
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Julien Lavergne
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Laboratoire d'Informatique de l'Université de Tours, Tours, France
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Christiane Guinot
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CE.R.I.E.S., Neuilly sur Seine, France
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Gilles Venturini
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Laboratoire d'Informatique de l'Université de Tours, Tours, France
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Downloads (6 Weeks): 8, Downloads (12 Months): 52, Citation Count: 0
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ABSTRACT
We present an incremental algorithm for building a neighborhood graph from a set of documents. This algorithm is based on a population of artificial agents that imitate the way real ants build structures with self-assembly behaviors. We show that our method outperforms standard algorithms for building such neighborhood graphs (up to 2230 times faster on the tested databases with equal quality) and how the user may interactively explore the graph.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
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H. Azzag, C. Guinot, and G. Venturini. Anttree: web document clustering using artificial ants. In R. L. de M'antaras and L. Saitta, editors, Proceedings of the 16th European Conference on Artificial Intelligence (ECAI 04), pages 480--484. IOS Press, 8 2004.
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C. Guinot, D. J.-M. Malvy, F. Morizot, M. Tenenhaus, J. Latreille, S. Lopez, E. Tschachler, and L. Dubertret. Classification of healthy human facial skin. Textbook of Cosmetic Dermatology Third edition, 2003.
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H. Hacid and D. A. Zighed. An effective method for locally neighborhood graphs updating. In DEXA 2005, pages 930--939, 2005.
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Eui-Hong Han , Daniel Boley , Maria Gini , Robert Gross , Kyle Hastings , George Karypis , Vipin Kumar , Bamshad Mobasher , Jerome Moore, WebACE: a Web agent for document categorization and exploration, Proceedings of the second international conference on Autonomous agents, p.408-415, May 10-13, 1998, Minneapolis, Minnesota, United States
[doi> 10.1145/280765.280872]
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G. T. Toussaint. The relative neighborhood graphs in a finite planar set. In Pattern recognition, chapter 12, pages 261--268. 1980.
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REVIEW
"Suma Adabala : Reviewer"
The task of clustering similar or related documents is important to information retrieval systems, like search engines. This is done by building graphs, where the given set of documents form the nodes and the edges represent the similarity between
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