Article

Behavior based web page evaluation

Authors:

Ganesan Velayathan,

Seiji YamadaAuthors Info & Claims

WWW '07: Proceedings of the 16th international conference on World Wide Web

Pages 1317 - 1318

https://doi.org/10.1145/1242572.1242828

Published: 08 May 2007 Publication History

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Abstract

This paper describes our efforts to investigate factors in user's browsing behavior to automatically evaluate web pages that the user shows interest in. To evaluate web pages automatically, we developed a client-side logging/analyzing tool: the GINIS Framework. This work focuses primarily on client-side user behavior using a customized web browser and AJAX technologies. First, GINIS unobtrusively gathers logs of user behavior through the user.s natural interaction with the web browser. Then it analyses the logs and extracts effective rules to evaluate web pages using C4.5 machine learning system. Eventually, GINIS becomes able to automatically evaluate web pages using these learned rules.

References

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Catledge, L.D, Pitkow, J.E.: Characterizing Browsing Strategies in the World-Wide Web, Computer Networks and ISDN Systems, 27(6), 1995.

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[2]

Velayathan, G, Yamada, S.: Behavior Based Web Page Evaluation, Proceedings of International Conference on Web Intelligence-Workshop, 2006.

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[3]

Quilan, R. : C4.5: Programs for Machine Learning, Morgan Kaufmann, San Mateo, CA, 1993.

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[4]

Morita, M., Shinoda, Y.: Information Filtering Based on User Behavior Analysis and Best Match Text Retrieval, In Proceedings of the 17th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 1994), pp. 272--281, 1994.

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Cited By

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Dondio PLongo L(2011)Trust-Based Techniques for Collective Intelligence in Social Search SystemsNext Generation Data Technologies for Collective Computational Intelligence10.1007/978-3-642-20344-2_5(113-135)Online publication date: 2011
https://doi.org/10.1007/978-3-642-20344-2_5
Li PYamada S(2010)Extraction of Web Site Evaluation Criteria and Automatic EvaluationJournal of Advanced Computational Intelligence and Intelligent Informatics10.20965/jaciii.2010.p039614:4(396-401)Online publication date: 20-May-2010
https://doi.org/10.20965/jaciii.2010.p0396
Li PYamada SNitta K(2010)Web Site Evaluation Criteria Extraction and Evaluation AutomationIEEJ Transactions on Electronics, Information and Systems10.1541/ieejeiss.130.66130:1(66-74)Online publication date: 2010
https://doi.org/10.1541/ieejeiss.130.66
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Index Terms

Behavior based web page evaluation
1. Human-centered computing
  1. Human computer interaction (HCI)
2. Information systems
  1. Information retrieval
    1. Retrieval tasks and goals
      1. Document filtering
      2. Information extraction

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Information & Contributors

Information

Published In

WWW '07: Proceedings of the 16th international conference on World Wide Web

May 2007

1382 pages

ISBN:9781595936547

DOI:10.1145/1242572

General Chairs:
Carey Williamson
University of Calgary, Canada
,
Mary Ellen Zurko
IBM, USA
,
Program Chairs:
Peter Patel-Schneider
Bell Labs Research, USA
,
Prashant Shenoy
University of Massachusetts at Amherst, USA

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: 08 May 2007

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WWW'07

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WWW'07: 16th International World Wide Web Conference

May 8 - 12, 2007

Alberta, Banff, Canada

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

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Cited By

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Dondio PLongo L(2011)Trust-Based Techniques for Collective Intelligence in Social Search SystemsNext Generation Data Technologies for Collective Computational Intelligence10.1007/978-3-642-20344-2_5(113-135)Online publication date: 2011
https://doi.org/10.1007/978-3-642-20344-2_5
Li PYamada S(2010)Extraction of Web Site Evaluation Criteria and Automatic EvaluationJournal of Advanced Computational Intelligence and Intelligent Informatics10.20965/jaciii.2010.p039614:4(396-401)Online publication date: 20-May-2010
https://doi.org/10.20965/jaciii.2010.p0396
Li PYamada SNitta K(2010)Web Site Evaluation Criteria Extraction and Evaluation AutomationIEEJ Transactions on Electronics, Information and Systems10.1541/ieejeiss.130.66130:1(66-74)Online publication date: 2010
https://doi.org/10.1541/ieejeiss.130.66
Longo LDondio PBarrett S(2010)Enhancing Social Search: A Computational Collective Intelligence Model of Behavioural Traits, Trust and TimeTransactions on Computational Collective Intelligence II10.1007/978-3-642-17155-0_3(46-69)Online publication date: 2010
https://doi.org/10.1007/978-3-642-17155-0_3
Longo LBarrett SBouroche MGarg AMeier RPopescu R(2009)A context-aware approach based on self-organizing maps to study web-users' tendencies from their behaviourProceedings of the 1st International Workshop on Context-Aware Middleware and Services: affiliated with the 4th International Conference on Communication System Software and Middleware (COMSWARE 2009)10.1145/1554233.1554237(12-17)Online publication date: 16-Jun-2009
https://dl.acm.org/doi/10.1145/1554233.1554237
Li PYamada S(2009)Automated Web Site Evaluation - An Approach Based on Ranking SVMProceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 0310.1109/WI-IAT.2009.224(34-37)Online publication date: 15-Sep-2009
https://dl.acm.org/doi/10.1109/WI-IAT.2009.224
Luca LStephen BPierpaolo D(2009)Information Foraging Theory as a Form of Collective Intelligence for Social SearchProceedings of the 1st International Conference on Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems10.1007/978-3-642-04441-0_5(63-74)Online publication date: 4-Oct-2009
https://dl.acm.org/doi/10.1007/978-3-642-04441-0_5
Lee HPark DHong MEkstrom JStockman M(2008)An instant messenger system for learner analysis in e-learning environmentProceedings of the 9th ACM SIGITE conference on Information technology education10.1145/1414558.1414572(51-52)Online publication date: 16-Oct-2008
https://dl.acm.org/doi/10.1145/1414558.1414572

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