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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" }
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