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Learning and Revising User Profiles: The Identification of Interesting Web Sites (1997)  (Make Corrections)  (91 citations)
Michael Pazzani, Daniel Billsus
Machine Learning



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Abstract: . We discuss algorithms for learning and revising user profiles that can determine which World Wide Web sites on a given topic would be interesting to a user. We describe the use of a naive Bayesian classifier for this task, and demonstrate that it can incrementally learn profiles from user feedback on the interestingness of Web sites. Furthermore, the Bayesian classifier may easily be extended to revise user provided profiles. In an experimental evaluation we compare the Bayesian classifier to ... (Update)

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BibTeX entry:   (Update)

Pazzani, M., Billsus, D., Learning and Revising User Profiles: The Identification of Interesting Web Sites, Machine Learning 27, Kluwer Academic Publishers, pp. 313---331, 1997. http://citeseer.ist.psu.edu/pazzani97learning.html   More

@article{ pazzani97learning,
    author = "Michael J. Pazzani and Daniel Billsus",
    title = "Learning and Revising User Profiles: The Identification of Interesting Web Sites",
    journal = "Machine Learning",
    volume = "27",
    number = "3",
    pages = "313-331",
    year = "1997",
    url = "citeseer.ist.psu.edu/pazzani97learning.html" }
Citations (may not include all citations):
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271   Improving retrieval performance by relevance feedback (context) - Salton, Buckley - 1990
244   Letizia: An agent that assists web browsing - Lieberman - 1995
219   A Tutorial on Learning with Bayesian Networks - Heckerman - 1995
207   WebWatcher: A learning apprentice for the World Wide Web - Armstrong, Freitag et al. - 1995
171   A weighted nearest neighbor algorithm for learning with symb.. - Cost, Salzberg - 1993
164   Webert: Identifying interesting web sites (context) - Pazzani, Muramatsu et al. - 1996
116   Beyond independence: Conditions for the optimality of the Si.. - Domingos, Pazzani - 1996
87   Prototype and feature selection by sampling and random mutat.. - Skalak - 1994
55   Using probabilistic models of document retrieval without rel.. (context) - Croft, Harper - 1979
42   Feature selection and extraction (context) - Kittler - 1986
36   NewsWeeder: Learning to filter news (context) - Lang - 1995
33   Web agent related research at the center for machine transla.. (context) - Mauldin, Leavitt - 1994

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