| PVA: a self-adaptive personal view agent system |
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International Conference on Knowledge Discovery and Data Mining
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Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
table of contents
San Francisco, California
Pages: 257 - 262
Year of Publication: 2001
ISBN:1-58113-391-X
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Authors
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Chien Chin Chen
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Institute of Information Science, Academia Sinica, Nankang Taipei, Taiwan
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Meng Chang Chen
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Institute of Information Science, Academia Sinica, Nankang Taipei, Taiwan
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Yeali Sun
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National Taiwan University, Taipei, Taiwan
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Downloads (6 Weeks): 5, Downloads (12 Months): 40, Citation Count: 7
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ABSTRACT
In this paper, we present PVA, an adaptive personal view information agent system to track, learn and manage, user's interests in Internet documents. When user's interests change, PVA, in not only the contents, but also in the structure of user profile, is modified to adapt to the changes. Experimental results show that modulating the structure of user profile does increase the accuracy of personalization systems.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
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Eui-Hong Han , Daniel Boley , Maria Gini , Robert Gross , Kyle Hastings , George Karypis , Vipin Kumar , Bamshad Mobasher , Jerome Moore, WebACE: a Web agent for document categorization and exploration, Proceedings of the second international conference on Autonomous agents, p.408-415, May 10-13, 1998, Minneapolis, Minnesota, United States
[doi> 10.1145/280765.280872]
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Keiichiro Hoashi , Kazunori Matsumoto , Naomi Inoue , Kazuo Hashimoto, Document filtering method using non-relevant information profile, Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval, p.176-183, July 24-28, 2000, Athens, Greece
[doi> 10.1145/345508.345573]
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Shian-Hua Lin , Chi-Sheng Shih , Meng Chang Chen , Jan-Ming Ho , Ming-Tat Ko , Yueh-Ming Huang, Extracting classification knowledge of Internet documents with mining term associations: a semantic approach, Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval, p.241-249, August 24-28, 1998, Melbourne, Australia
[doi> 10.1145/290941.291001]
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Filippo Menczer, Richard K. Belew, Wolfram Willuhn, "Artificial Life Applied to Adaptive Information Agents", AAAI Spring Symposium Series: Information gathering from heterogeneous, distributed environment, AAAI, 1995.
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Dunja Mladenie, "Machine Learning Used by Personal WebWatcher", Proc. Of ACAI-99 Workshop on Machine Learning and Intelligent Agents, 1999.
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Alexander Pretschner, Susan Gauch, "Personalization on the Web", Technical Report ITTC-FY2000-TR-13591-01, Information and Telecommunication Technology Center (ITTC), The University of Kansas, Lawrence, KS, December, 1999.
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Dwi H. Widyantoro , Thomas R. Ioerger , John Yen, An adaptive algorithm for learning changes in user interests, Proceedings of the eighth international conference on Information and knowledge management, p.405-412, November 02-06, 1999, Kansas City, Missouri, United States
[doi> 10.1145/319950.323230]
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