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Tailoring the Interaction with Users in Web Stores

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Abstract

We describe the user modeling and personalization techniques adopted in SETA, a prototype toolkit for the construction of adaptive Web stores which customize the interaction with users. The Web stores created using SETA suggest the items best fitting the customers' needs and adapt the layout and the description of the store catalog to their preferences and expertise. SETA uses stereotypical information to handle the user models and applies personalization rules to dynamically generate the hypertextual pages presenting products. The system adapts the graphical aspect, length and terminology used in the descriptions to parameters like the user's receptivity, expertise and interests. Moreover, it maintains a model associated with each person the goods are selected for; in this way, multiple criteria can be applied for tailoring the selection of items to the preferences of their beneficiaries.

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References

  • Ackerman, M., Billsus, D., Gaffney, S., Hettich, S., Khoo, G., Kim, D., Klefstad, R., Lowe, C., Ludeman, A., Muramatzu, J., Omori, K., Pazzani, M., Semler, D., Starr, B. and Yap, P.: 1997, Learning Probabilistic User Profiles. AI Magazine Summer, 47-55.

  • AIMedia: 1999, @MEDIA, Communicating on InteractiveMedia. http://www.aimedia.org.

  • André, E. and Rist, T.: 2000, Presenting through performing: on the use of multiple lifelike characters in Knowledge-based presentation systems. In: Proc. 2000 Int. Conf. on Intelligent User Interfaces (IUI'00). New Orleans, Louisiana, 1-8.

  • Ardissono, L., Barbero, C., Goy, A. and Petrone, G.: 1999a, An agent architecture for personalized Web stores. In: Proc. 3rd Int. Conf. on Autonomous Agents (Agents '99). Seattle, WA, 182-189.

  • Ardissono, L., Console, L. and Torre, I.: 2000, On the application of personalization techniques to news servers on the WWW. In: E. Lamma and P. Mello (eds.): AI*IA: Advances in Artificial Intelligence. Lecture Notes in Artificial Intelligence N. 1792. Berlin: Springer Verlag, 261-272.

    Google Scholar 

  • Ardissono, L. and Goy, A.: 1999, Tailoring the interaction with users in electronic shops. In: Proc. 7th Int. Conf. on User Modeling. Banff, Canada, 35-44.

  • Ardissono, L. and Goy, A.: 2000, Dynamic generation of adaptive Web catalogs. In: Proc. International Conference on Adaptive Hypermedia and Adaptive Web-based Systems (AH 2000). Trento, Italy, 5-16.

  • Ardissono, L., Goy, A., Meo, R., Petrone, G., Console, L., Lesmo, L., Simone, C. and Torasso, P.: 1999b, A configurable system for the construction of adaptive virtual stores. World Wide Web 2(3), 143-159.

    Google Scholar 

  • Ardissono, L. and Torasso, P.: 2000, Dynamic user modeling in a Web store shell. In: Proc. 14th Conf. ECAI. Berlin, 621-625.

  • Balabanovic, M.: 1998, Exploring versus Exploiting when Learning User Models for Text Recommendation. User Modeling and User-Adapted Interaction 8, 71-102.

    Google Scholar 

  • Bauer, M.: 1999, From interaction data to plan libraries: a clustering approach. In: Proc. 16th IJCAI. Stockholm, Sweden, 962-967.

  • Bental, D., Cawsey, A., Pearson, J. and Jones, R.: 2000, Adapting Web-based information to the needs of patients with cancer. In: Proc. International Conference on Adaptive Hypermedia and Adaptive Web-based Systems (AH 2000). Trento, Italy, 73-85.

  • Benyon, D.: 1993, Adaptive Systems: a Solution to Usability Problems. User Modeling and User-Adapted Interaction 3, 65-87.

    Google Scholar 

  • Billsus, D. and Pazzani, M.: 1999, A Personal News Agent that Talks, Learns and Explains. In: Proc. 3rd Int. Conf. on Autonomous Agents (Agents '99). Seattle, WA, 268-275.

  • Boyle, C. and Encarnacion, A.: 1994, Metadoc: An Adaptive Hypertext Reading System. User Modeling and User-Adapted Interaction 4(4), 1-19.

    Google Scholar 

  • Brusilovsky, P.: 1996, Methods and Techniques of Adaptive Hypermedia. User Modeling and User-Adapted Interaction 6(2-3), 87-129.

    Google Scholar 

  • Burke, R., Hammond, K. and Young, B.: 1997, The FindMe Approach to Assisted Browsing. IEEE Expert, 32-39.

  • Calvi, L.: 1997, Multifunctional (Hyper)Books: a Cognitive Perspective (on the User's Side). In: Proc. Workshop ``Adaptive Systems and User Modeling on the World Wide Web''. Chia Laguna, Italy, 23-30.

  • Carberry, S., Chu-Carroll, J. and Elzer, S.: 1999, Constructing and utilizing a model of user preferences in collaborative consultation dialogues. Computational Intelligence 15(3), 185-217.

    Google Scholar 

  • Cheverest, K., Davies, N., Mitchell, K. and Smith, P.: 2000, Providing tailored (context-aware) information to city visitors. In: Proc. International Conference on Adaptive Hypermedia and Adaptive Web-based Systems (AH 2000). Trento, Italy, 73-85.

  • Chittaro, L. and Ranon, R.: 2000, Adding Adaptive Features to Virtual Reality Interfaces for E-Commerce. In: Proc. International Conference on Adaptive Hypermedia and Adaptive Web-based Systems (AH 2000). Trento, Italy, 86-97.

  • Cotter, P. and Smyth, B.: 2000, Personalisation technologies for the digital TV world. In: Proc. 14th Conf. ECAI. Berlin, 701-705.

  • Dale, R., Green, S., Milosavljevic, M. and Paris, C.: 1998, Dynamic Document Delivery: Generating Natural Language Texts on Demand. In: Proc. 9th Int. Conf. and Workshop on Database and Expert Systems Applications (DEXA'98). Vienna.

  • De Carolis, B.: 1998, Introducing reactivity in adaptive hypertext generation. In: Proc. 13th Conf. ECAI. Brighton, UK.

  • Fink, J. and Kobsa, A.: 2000, A Review and Analysis of Commercial User Modeling Servers for Personalization on the World Wide Web, User Modeling and User-Adapted Interaction, 10(2-3), Special Issue on Deployed User Modeling, 209-249.

    Google Scholar 

  • Fink, J., Kobsa, A. and Nill, A.: 1998, Adaptable and adaptive information for all users, including disabled and elderly people. New Review of Hypermedia and Multimedia 4, 163-188.

    Google Scholar 

  • Fu, X., Budzik, J. and Hammond, K.: 2000, Mining navigation history for recommendation. In: Proc. 2000 Int. Conf. on Intelligent User Interfaces (IUI'00). New Orleans, Louisiana, 106-112.

  • Goecks, J. and Shavlik, J.: 2000, Learning users' interests by unobtrusively observing their normal behavior. In: Proc. 2000 Int. Conf. on Intelligent User Interfaces (IUI'00). New Orleans, Louisiana, 129-132.

  • Greening, D.: 2000, LikeMinds: Building Consumer Trust with Accurate Product Recommendations. http://likeminds.com/technology/white papers/websell/.

  • Hirst, G., DiMarco, C., Hovy, E. and Parsons, K.: 1997, Authoring and Generating Health-Education Documents that are Tailored to the Needs of the Individual Patient. In: Proc. 6th Conf. on User Modeling. Chia Laguna, Italy, 107-118.

  • Jameson, A., Schäfer, R., Simons, J. and Weis, T.: 1995, Adaptive provision of evaluation-oriented information: tasks and techniques. In: Proc. 14th IJCAI. Montreal, 1886-1893.

  • Jennings, N., Sycara, K. and Wooldridge, M.: 1998, A roadmap of agent research and development. In: Autonomous Agents and Multi-agent Systems. Boston: Kluwer Academic Publishers, 275-306.

    Google Scholar 

  • Joerding, T.: 1998, Intelligent multimedia presentations in the web: fun without annoyance. In: Proc. of the 7th World Wide Web Conference (WWW7). Brisbane, Australia.

  • Joerding, T.: 1999, A temporary user modeling approach for adaptive shopping on the Web. In: Proc. 2nd Workshop on Adaptive Systems and User Modeling on the World Wide Web. Banff, Canada, 75-79.

  • Karunanithi, N. and Alspector, J.: 1997, Feature-based and clique-based user models for movie selection: a comparative study. User Modeling and User-Adapted Interaction 7, 279-304.

    Google Scholar 

  • Kay, J.: 1994, Lies, damned lies and stereotypes: pragmatic approximations of users. In: Proc. 4th Conf. on User Modeling. Hyannis, MA, 175-184.

  • Keeney, R. and Raiffa, H.: 1976, Decisions with Multiple Objectives: Preferences and Value Tradeoffs. New York: John Wiley & Sons.

    Google Scholar 

  • Kobsa, A.: 1990, Modeling the user's conceptual knowledge in BGP-MS, a user modeling shell system. Computational Intelligence 6, 193-208.

    Google Scholar 

  • Kobsa, A., Koenemann, J. and Pohl, W. Personalized hypermedia presentation techniques for improving online customer relationships. The Knowledge Engineering Review. To appear.

  • Kobsa, A., Müler, D. and Nill, A.: 1994, KN-AHS: an adaptive hypertext client of the user modeling system BGP-MS. In: Proc. 4th Conf. on UserModeling. Hyannis, MA, 99-105.

  • Lesmo, L., Saitta, L. and Torasso, P.: 1985, Evidence combination in expert systems. Int. Journal of Man-Machine Studies 22, 307-326.

    Google Scholar 

  • Linden, G., Hanks, S. and Lesh, N.: 1997, Interactive assessment of user preference models: the automated travel assistant. In: Proc. 6th Conf. on UserModeling. Chia Laguna, Italy, 67-78.

  • Linton, F., Joy, D. and Schafer, H.: 1999, Building user and expert models by long-term observation of application usage. In: Proc. 7th Int. Conf. on User Modeling. Banff, Canada, 129-138.

  • Miller, C.: 2000, Rules of etiquette, or how a mannerly AUI should comport itself to gain social acceptance and be perceived as gracious and well-behaved in polite society. In: Working Notes of the ``Adaptive User Interfaces'' Spring Symposium of AAAI (Technical Report SS-00-01). Stanford, CA, 80-81.

  • Milosavljevic, M. and Oberlander, J.: 1998, Dynamic hypertext catalogues: helping users to help themselves. In: Proc. the 9th ACM Conference on Hypertext and Hypermedia (HT'98). Pittsburgh, PA.

  • Milosavljevic, M., Tulloch, A. and Dale, R.: 1996, Text generation in a dynamic hypertext environment. In: Proc. 19th Australasian Computer Science Conference (ACSC'96). Melbourne, 417-426.

  • Molino, G., Molino, F., Torasso, P., Console, L., Ardissono, L. and Pogliano, P.: 1992, Com puter assisted development of diagnostic expert systems. A domain independent package (EMPTY) for acquisition and use of expert's medical knowledge. In: Proc. 16th Annual Symposium on Computer Application in Medical Care. Baltimore, 344-348.

  • Neapolitan, R.: 1994, Probabilistic Reasoning in Expert Systems. New York: JohnWiley & Sons.

    Google Scholar 

  • Net Perceptions, I., Net Perceptions. http://www.netperception.com.

  • ObjectSpace: 2000, Voyager. http://www.objectspace.com/index.asp.

  • Orwant, J.: 1995, Heterogenous learning in the Doppelgaänger user modeling system. User Modeling and User-Adapted Interaction 4(2), 107-130.

    Google Scholar 

  • Paliouras, G., Karkaletsis, V., Papatheodorou, C. and Spyropolous, C.: 1999, Exploiting learning techniques for the acquisition of user stereotypes and communities. In: Proc. 7th Int. Conf. on User Modeling. Banff, Canada, 169-178.

  • Paliouras, G., Papatheodorou, C., Karkaletsis, V., Tzitziras, P. and Spyropolous, C.: 2000, Large-Scale mining of usage data on Web sites. In: Working Notes of the ``Adaptive User Interfaces'' Spring Symposium of AAAI (Technical Report SS-00-01). Stanford, CA, 92-97.

  • Paris, C.: 1988, Tailoring object descriptions to a user's level of expertise, Computational Linguistics 14(3), 64-78.

    Google Scholar 

  • Pearl, J.: 1988, Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference. San Mateo, CA: Morgan Kaufmann Publishers.

    Google Scholar 

  • Pohl, W. and Nick, A.: 1999, Machine learning and knowledge representation in the LabouUr approach to user modeling. In: Proc. 7th Int. Conf. on User Modeling. Banff, Canada, 179-188.

  • Popp, H. and Lödel, D.: 1996, Fuzzy techniques and user modeling in sales assistants, User Modeling and User-Adapted Interaction 6, 349-370.

    Google Scholar 

  • Raskutti, B., Beitz, A. and Ward, B.: 1997, A feature-based approach to recommending selections based on past preferences. User Modeling and User-Adapted Interaction 7, 179-218.

    Google Scholar 

  • Reiter, E.: 1995, NLG vs. templates. In: Proc. of the 5th. Workshop on Natural Language Generation. Leiden, The Netherlands.

  • Resnick, P. and Varian, H. (eds.): 1997, Special Issue on Recommender Systems, Vol. 40. Communications of the ACM.

  • Rich, E.: 1989, Stereotypes and user modeling. In: A. Kobsa and W. Wahlster (eds.): User Models in Dialog Systems. Berlin: Springer Verlag, 35-51.

    Google Scholar 

  • Riecken, D. (ed.): 2000, Special Issue on Personalization, Vol. 43. Communications of the ACM.

  • Specht, M. and Kobsa, A.: 1999, Interaction of domain expertise and interface design in adaptive educational hypermedia. In: Proc. 2nd Workshop on adaptive systems and user modeling on the World Wide Web. Banff, Canada, 88-93.

  • Spink, A., Bateman, J. and Jansen, B.: 1999, Searching the Web: Survey of Excite users. Internet Research: Electronic Networking Applications and Policy 9(2), 117-128.

    Google Scholar 

  • Sycara, K., Pannu, A., Williamson, M. and Zeng, D.: 1996, Distributed intelligent agents. IEEE Expert December, 36-45.

  • Torasso, P. and Console, L.: 1989, Diagnostic Problem Solving. North Oxford Academic.

  • Vassileva, J.: 1996, A task-centered approach for user modeling in a hypermedia of¢ce documentation system. User Modeling and User-Adapted Interaction 6(2-3), 185-223.

    Google Scholar 

  • Wilkinson, R., Lu, S., Paradis, F., Paris, C., Wan, S. and Wu, M.: 2000, Generating personal travel guides from discourse plans. In: Proc. International Conference on Adaptive Hypermedia and Adaptive Web-based Systems (AH 2000). Trento, Italy, 392-85.

  • Ygge, F.: 1999, Software agent for electronic power trade. In: Proc. of the Agent-Mediated Electronic Commerce (AMEC) SIG-Meeting of AGENTLINK. Barcelona.

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Ardissono, L., Goy, A. Tailoring the Interaction with Users in Web Stores. User Modeling and User-Adapted Interaction 10, 251–303 (2000). https://doi.org/10.1023/A:1008372122567

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