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Adaptive web navigation for wireless devices

Published: 04 August 2001 Publication History

Abstract

Visitors who browse the web from wireless PDAs, cell phones, and pagers are frequently stymied by web interfaces optimized for desktop PCs. Simply replacing graphics with text and reformatting tables does not solve the problem, because deep link structures can still require minutes to traverse.
In this paper we develop an algorithm, MINPATH, that automatically improves wireless web navigation by suggesting useful shortcut links in real time. MINPATH finds shortcuts by using a learned model of web visitor behavior to estimate the savings of shortcut links, and suggests only the few best links. We explore a variety of predictive models, including Naïve Bayes mixture models and mixtures of Markov models, and report empirical evidence that MINPATH finds useful shortcuts that save substantial navigational effort.

References

[1]
{Anderson et al., 2001} C. R. Anderson, P. Domingos, and D. S. Weld. Personalizing web sites for mobile users. In Proc. 10th Intl. WWW Conf., 2001.
[2]
{Cadez et al., 2000} I. V. Cadez, D. Heckerman, C. Meek, P. Smyth, and S. White. Visualization of navigation patterns on a web site using model based clustering. In Proc. 6th Intl. Conf. on Knowledge Discovery and Data Mining, 2000.
[3]
{Cheeseman et al., 1988} P. Cheeseman, J. Kelly, M. Self, J. Stutz, W. Taylor, and D. Freeman. AutoClass: A Bayesian classification system. In Proc. 5th Intl. Conf. on Machine Learning, 1988.
[4]
{Dempster et al., 1977} A. Dempster, N. Laird, and D. Rubin. Maximum likelihood from incomplete data via the EM algorithm. J. Royal Stat. Soc., Ser. B, 39(1):1-38, 1977.
[5]
{Fink et al., 1996} J. Fink, A. Kobsa, and A. Nill. User-oriented Adaptivity and Adaptability in the AVANTI Project. In Designing for the Web: Empirical Studies, Microsoft Usability Group, 1996.
[6]
{Fu et al., 2000} X. Fu, J. Budzik, and K. J. Hammond. Mining navigation history for recommendation. In Proc. 2000 Conf. on Intelligent User Interfaces, 2000.
[7]
{Joachims et al., 1997} T. Joachims, D. Freitag, and T. Mitchell. WebWatcher: A tour guide for the World Wide Web. In Proc. 15th Intl. Joint Conf. on Art. Int., 1997.
[8]
{Jühne et al., 1998} J. Jühne, A. T. Jensen, and K. Grønbæk. Ariadne: a Java-based guided tour system for the World Wide Web. In Proc. 7th Intl. WWW Conf., 1998.
[9]
{Lieberman, 1995} H. Lieberman. Letizia: An agent that assists web browsing. In Proc. 14th Intl. Joint Conf. on Art. Int., 1995.
[10]
{Pazzani and Billsus, 1999} M. J. Pazzani and D. Billsus. Adaptive web site agents. In Proc. 3rd Intl. Conf. on Autonomous Agents, 1999.
[11]
{Perkowitz and Etzioni, 1997} M. Perkowitz and O. Etzioni. Adaptive web sites: an AI challenge. In Proc. 15th Intl. Joint Conf. on Art. Int., 1997.
[12]
{Perkowitz and Etzioni, 2000} M. Perkowitz and O. Etzioni. Towards adaptive web sites: Conceptual framework and case study. Art. Int. J., 118(1-2), 2000.
[13]
{Perkowitz, 2001} M. Perkowitz. Adaptive Web Sites: Cluster Mining and Conceptual Clustering for Index Page Synthesis. PhD thesis, Dept. of Comp. Sci. and Eng., Univ. of Washington, 2001.
[14]
{Sarukkai, 2000} R. R. Sarukkai. Link prediction and path analysis using Markov chains. In Proc. 9th Intl. WWW Conf., 2000.
[15]
{Wexelblat and Maes, 1999} A. Wexelblat and P. Maes. Footprints: History-rich tools for information foraging. In Proc. ACM CHI 1999 Conf. on Human Factors in Comp. Sys., 1999.
[16]
{Yan et al., 1996} T. Yan, M. Jacobsen, H. Garcia-Molina, and U. Dayal. From user access patters to dynamic hypertext linking. In Proc. 5th Intl. WWW Conf., 1996.
[17]
{Zukerman et al., 2000} I. Zukerman, D. Albrecht, A. Nicholson, and K. Doktor. Trading off granularity against complexity in predictive models for complex domains. In Proc. 6th Intl. Pacific Rim Conf. on Art. Int., 2000.

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      Published In

      cover image Guide Proceedings
      IJCAI'01: Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
      August 2001
      1493 pages
      ISBN:1558608125

      Sponsors

      • AAAI: American Association for Artificial Intelligence
      • The International Joint Conferences on Artificial Intelligence, Inc.

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      Morgan Kaufmann Publishers Inc.

      San Francisco, CA, United States

      Publication History

      Published: 04 August 2001

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      • (2014)Predictive, adaptive mobile user interfacesProceedings of the 2014 ACM Southeast Conference10.1145/2638404.2638502(1-3)Online publication date: 28-Mar-2014
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      • (2012)Detection of HTTP-GET attack with clustering and information theoretic measurementsProceedings of the 5th international conference on Foundations and Practice of Security10.1007/978-3-642-37119-6_4(45-61)Online publication date: 25-Oct-2012
      • (2012)Supporting view transition design of smartphone applications using web templatesProceedings of the 12th international conference on Web Engineering10.1007/978-3-642-31753-8_26(323-331)Online publication date: 23-Jul-2012
      • (2010)Mobile web profilingProceedings of the 18th international conference on User Modeling, Adaptation, and Personalization10.1007/978-3-642-13470-8_31(339-350)Online publication date: 20-Jun-2010
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