(Enter summary)
Abstract: In this paper, we describe a new scheme to learn dynamic
users' interests in an automated information filtering
and gathering system running on the Internet.
Our scheme is aimed to handle multiple domains of
long-term and short-term user's interests simultaneously,
which is learned through positive and negative user's
relevance feedback. We developed a 3-descriptor approach
to represent the user's interest categories. Using
a learning algorithm derived for this representation,
our scheme... (Update)
Context of citations to this paper: More
.... This classification characterization denotes whether a term expresses the users interests at a high or low degree respectively [1,21,23]. As an example, Figure 2 depicts the weights and respective characterizations of terms relevant to Computer Science bibliography for a...
...collect the training data without user intervention. 2) A user may have interests in multiple domains. PVA, like the previous works[2][14], models each domain in vector space model[13] Permission to make digital or hard copies of all or part of this work for personal or...
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BibTeX entry: (Update)
D.H. Widyantoro, T.R. Ioerger, and J. Yu. An adaptive algorithm for learning changes in user interests. In Proceedings of the Eight ACM International Conference on Information and Knowledge Management, pages 405--412, 1999. http://citeseer.ist.psu.edu/widyantoro99adaptive.html More
@inproceedings{ widyantoro99adaptive,
author = "Dwi H. Widyantoro and Thomas R. Ioerger and John Yen",
title = "An Adaptive Algorithm for Learning Changes in User Interests",
booktitle = "{CIKM}",
pages = "405-412",
year = "1999",
url = "citeseer.ist.psu.edu/widyantoro99adaptive.html" }
Citations (may not include all citations):
568
Indexing by Latent Semantic Analysis
- Deerwester - 1990
225
NewsWeeder: Learning to Filter Netnews
- Lang - 1995
91
Learning and Revising User Profiles: The Identification of I..
- Pazzani, Billsus - 1997
61
WebMate: Personal Agent for Browsing and Searching
- Chen, Sycara - 1998
58
An Adaptive Web Page Recommendation Service
- Balabanovi'c - 1997
57
Learning in the Presence of Concept Drift and Hidden Context..
- Widmer, Kubat - 1996
54
A learning Approach to Personalized Information Filtering
- Sheth - 1993
45
Incremental Relevance Feedback for Information Filtering
- Allan - 1996
27
A Personal News Agent that Talks (context) - Billsus, Pazzani - 1999
16
Tracking Context Changes through Meta-Learning
- Widmer - 1997
15
Evolving a Multi-agent Information Filtering Solution in Ama..
- Moukas, Zacharia - 1997
14
Detection of Shifts in User Interests for Personalized Infor.. (context) - Lam, Mukhopadhyay et al. - 1996
10
Learning to Surf: MultiAgent Systems for Adaptive Web Page R.. (context) - Balabanovi'c - 1998
5
Alipes: A Swift Messenger in Cyberspace
- Widyantoro, Yin et al. - 1999
4
Learning User Profile in Personalized News Agent (context) - Widyantoro - 1999
3
and Teo (context) - Tan - 1998
2
A NN Approach to Topic Spotting (context) - Wiener, Pederson et al. - 1995
1
Intr to Modern Information Retrieval (context) - Salton, McGill - 1983
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