Learning in the presence of concept drift and hidden contexts
Machine Learning
Incremental relevance feedback for information filtering
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Detection of shifts in user interests for personalized information filtering
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Tracking Context Changes through Meta-Learning
Machine Learning - Special issue on multistrategy learning
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
An adaptive Web page recommendation service
AGENTS '97 Proceedings of the first international conference on Autonomous agents
Evolving a multi-agent information filtering solution in Amalthaea
AGENTS '97 Proceedings of the first international conference on Autonomous agents
WebMate: a personal agent for browsing and searching
AGENTS '98 Proceedings of the second international conference on Autonomous agents
A personal news agent that talks, learns and explains
Proceedings of the third annual conference on Autonomous Agents
Learning to surf: multiagent systems for adaptive web page recommendation
Learning to surf: multiagent systems for adaptive web page recommendation
Personal ontologies for web navigation
Proceedings of the ninth international conference on Information and knowledge management
PVA: a self-adaptive personal view agent system
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Personalized web search by mapping user queries to categories
Proceedings of the eleventh international conference on Information and knowledge management
PVA: A Self-Adaptive Personal View Agent
Journal of Intelligent Information Systems
CAiSE '02 Proceedings of the 14th International Conference on Advanced Information Systems Engineering
AFSS '02 Proceedings of the 2002 AFSS International Conference on Fuzzy Systems. Calcutta: Advances in Soft Computing
Personalized Web Search For Improving Retrieval Effectiveness
IEEE Transactions on Knowledge and Data Engineering
Relevant Data Expansion for Learning Concept Drift from Sparsely Labeled Data
IEEE Transactions on Knowledge and Data Engineering
Portfolio Search Engine Based on Personal Construct System
ICALT '05 Proceedings of the Fifth IEEE International Conference on Advanced Learning Technologies
Conversational Collaborative Recommendation --- An Experimental Analysis
Artificial Intelligence Review
BDEI: Biodiversity Information Organization using Taxonomy (BIOT)
dg.o '02 Proceedings of the 2002 annual national conference on Digital government research
Joint categorization of queries and clips for web-based video search
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Enabling device independent co-browsing through adaptive view points
Journal of Computer and System Sciences
Learning in Environments with Unknown Dynamics: Towards more Robust Concept Learners
The Journal of Machine Learning Research
A "Bag" or a "Window" of Words for Information Filtering?
SETN '08 Proceedings of the 5th Hellenic conference on Artificial Intelligence: Theories, Models and Applications
Pervasive Web News Recommendation for Visually Impaired People
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Expert Systems with Applications: An International Journal
Autopoiesis, the immune system, and adaptive information filtering
Natural Computing: an international journal
What Happened to Content-Based Information Filtering?
ICTIR '09 Proceedings of the 2nd International Conference on Theory of Information Retrieval: Advances in Information Retrieval Theory
Immune Learning in a Dynamic Information Environment
ICARIS '09 Proceedings of the 8th International Conference on Artificial Immune Systems
The adaptive web
A network-based model for high-dimensional information filtering
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Cooperative concept map based on cognitive model for visual analysis
Proceedings of the 3rd International Symposium on Visual Information Communication
Adaptive user profile model and collaborative filtering for personalized news
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
Temporal evolution and local patterns
LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection
Using semantic matching, research on semantic web services composition
AWIC'05 Proceedings of the Third international conference on Advances in Web Intelligence
User preference learning for multimedia personalization in pervasive computing environment
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Proceedings of the twelfth international workshop on Web information and data management
Utilizing user tag-based interests in recommender systems for social resource sharing websites
Knowledge-Based Systems
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In this paper, we describe a new scheme to learn dynamic user's 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 adapts quickly to significant changes in user interest, and is also able to learn exceptions to interest categories.