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10.1145/1013367.1013492acmconferencesArticle/Chapter ViewAbstractPublication PagesthewebconfConference Proceedingsconference-collections
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Visual web mining

Published: 19 May 2004 Publication History

Abstract

Analysis of web site usage data involves two significant challenges: firstly the volume of data, arising from the growth of the web, and secondly, the structural complexity of web sites. In this paper we apply Data Mining and Information Visualization techniques to the web domain in order to benefit from the power of both human visual perception and computing we term this Visual Web Mining. In response to the two challenges, we propose a generic framework, where we apply Data Mining techniques to large web data sets and use Information Visualization methods on the results. The goal is to correlate the outcomes of mining Web Usage Logs and the extracted Web Structure by visually superimposing the results. We design several new information visualization diagrams.

References

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D. Auber. Outils de visualisation de larges structures de donnes. PhD thesis, Universite Bordeaux I, 2002.
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D. Duke. Modular techniques in information visualization. In Proceedings of the 1st Australian Symposium on Information Visualization, volume 9, pages 11--18, 2001.
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D. Harel and Y. Koren. Graph drawing by high dimensional embedding. In Proceedings Graph Drawing 2002. Springer Verlag, 2002.
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I. Herman, M. Delest, and G. Melancon. Graph visualization and navigation in information visualization: A survey. IEEE Transactions on Visualization and Computer Graphics, 6(1), 2000.
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A. H. Youssefi, D. J. Duke, M. J. Zaki, and E. P. Glinert. Toward visual web mining. In Visual Data Mining Workshop IEEE Int'l Conf. on Data Mining, 2003.
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M. J. Zaki. Spade: An efficient algorithm for mining frequent sequences. Machine Learning Journal, 42:31--60, 2001.

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cover image ACM Conferences
WWW Alt. '04: Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters
May 2004
532 pages
ISBN:1581139128
DOI:10.1145/1013367
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 19 May 2004

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Author Tags

  1. data mining
  2. frequent access patterns
  3. information visualization
  4. visual data exploration
  5. web usage mining

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Overall Acceptance Rate 1,899 of 8,196 submissions, 23%

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Cited By

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  • (2024)Internet Web page content block dataset and solutions for its data labelling simplificationundefined10.20334/2024-032-MOnline publication date: 2024
  • (2013)Network visualisation as a way to the web usage analysisAslib Proceedings10.1108/0001253131129717765:1(40-53)Online publication date: Jan-2013
  • (2012)Extracting a spatial ontology from a large Flickr tag dataset4th International Conference on Awareness Science and Technology10.1109/iCAwST.2012.6469595(91-97)Online publication date: Aug-2012
  • (2011)Feature-based projections for effective playtrace analysisProceedings of the 6th International Conference on Foundations of Digital Games10.1145/2159365.2159375(69-76)Online publication date: 29-Jun-2011
  • (2010)Augmenting the visual presentation of Web search results2010 Fifth International Conference on Digital Information Management (ICDIM)10.1109/ICDIM.2010.5664665(101-107)Online publication date: Jul-2010
  • (2010)Visualizing e-Government portal and its performance in WEBVS2010 Fifth International Conference on Digital Information Management (ICDIM)10.1109/ICDIM.2010.5664640(315-320)Online publication date: Jul-2010
  • (2009)Graphical Data MiningEncyclopedia of Data Warehousing and Mining, Second Edition10.4018/978-1-60566-010-3.ch147(950-956)Online publication date: 2009
  • (2009)Cross-Media Data Mining Using Associated Keyword SpaceProceedings of the 2009 Ninth IEEE International Conference on Computer and Information Technology - Volume 0210.1109/CIT.2009.41(289-294)Online publication date: 11-Oct-2009
  • (2007)Facial Image Retrieval through Compound Queries Using Constrained Independent Component AnalysisProceedings of the 19th IEEE International Conference on Tools with Artificial Intelligence - Volume 0110.1109/ICTAI.2007.102(544-548)Online publication date: 29-Oct-2007
  • (2006)Perfect Hashing Schemes for Mining Traversal PatternsFundamenta Informaticae10.5555/2369276.236927870:3(185-202)Online publication date: 1-Aug-2006
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