Intelligent information-sharing systems
Communications of the ACM
Learning automata: an introduction
Learning automata: an introduction
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Integration of user profiles: models and experiments in information retrieval
Information Processing and Management: an International Journal
Information access in complex, poorly structured information spaces
CHI '91 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Text representation for intelligent text retrieval: a classification-oriented view
Text-based intelligent systems
Information filtering and information retrieval: two sides of the same coin?
Communications of the ACM - Special issue on information filtering
Representation and learning in information retrieval
Representation and learning in information retrieval
One approach to classification of users and automatic clustering of documents
Information Processing and Management: an International Journal
An example-based mapping method for text categorization and retrieval
ACM Transactions on Information Systems (TOIS)
Text categorization for multiple users based on semantic features from a machine-readable dictionary
ACM Transactions on Information Systems (TOIS)
Collaborative interface agents
AAAI '94 Proceedings of the twelfth national conference on Artificial intelligence (vol. 1)
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
Automatic Document Classification
Journal of the ACM (JACM)
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Towards an Adaptive Information Retrieval System
ISMIS '91 Proceedings of the 6th International Symposium on Methodologies for Intelligent Systems
Corpus Linguistics for Establishing The Natural Language Content of Digital Library Documents
Selected Papers from the Digital Libraries Workshop on Digital Libraries: Current Issues
Text filtering in MUC-3 and MUC-4
MUC4 '92 Proceedings of the 4th conference on Message understanding
SIFT: a tool for wide-area information dissemination
TCON'95 Proceedings of the USENIX 1995 Technical Conference Proceedings
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the fourth ACM conference on Digital libraries
Using star clusters for filtering
Proceedings of the ninth international conference on Information and knowledge management
SIFTER-II: a heterogeneous agent society for information filtering
Proceedings of the 2001 ACM symposium on Applied computing
On designing and implementing a collaborative system using the distributed-object model of Java-RMI
Progress in computer research
An intelligent biological information management system
Proceedings of the 2002 ACM symposium on Applied computing
On designing and implementing a collaborative system using the distributed-object model of Java-RMI
Progress in computer research
Homogeneous Agent-Based Distributed Information Filtering
Cluster Computing
Information Filtering: Overview of Issues, Research and Systems
User Modeling and User-Adapted Interaction
Automatic Text Categorization and Its Application to Text Retrieval
IEEE Transactions on Knowledge and Data Engineering
ACIRD: Intelligent Internet Document Organization and Retrieval
IEEE Transactions on Knowledge and Data Engineering
A Comparison Between Single-agent and Multi-agent Classification of Documents
IPDPS '01 Proceedings of the 15th International Parallel & Distributed Processing Symposium
Functional Properties of Information Filtering
Proceedings of the 27th International Conference on Very Large Data Bases
A Personalized Collaborative Digital Library Environment
ICADL '02 Proceedings of the 5th International Conference on Asian Digital Libraries: Digital Libraries: People, Knowledge, and Technology
User Profile Model: A View from Artificial Intelligence
TSCTC '02 Proceedings of the Third International Conference on Rough Sets and Current Trends in Computing
Enabling Personalized Recommendation on the Web Based on User Interests and Behaviors
RIDE '01 Proceedings of the 11th International Workshop on research Issues in Data Engineering
Multi-agent information classification using dynamic acquaintance lists
Journal of the American Society for Information Science and Technology
Implicit user profiling for on demand relevance feedback
Proceedings of the 9th international conference on Intelligent user interfaces
A graph model for E-commerce recommender systems
Journal of the American Society for Information Science and Technology
Anatomy and Empirical Evaluation of an Adaptive Web-Based Information Filtering System
User Modeling and User-Adapted Interaction
Genetic sequence classification and its application to cross-species homology detection
Journal of VLSI Signal Processing Systems - Special issue on signal processing and neural networks for bioinformatics
Recommender Systems Research: A Connection-Centric Survey
Journal of Intelligent Information Systems
Automatic Pattern-Taxonomy Extraction for Web Mining
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
A personalized collaborative digital library environment: a model and an application
Information Processing and Management: an International Journal - Special issue: An Asian digital libraries perspective
Enhancing semantic digital library query using a content and service inference model (CSIM)
Information Processing and Management: an International Journal
FNDS: a dialogue-based system for accessing digested financial news
Journal of Systems and Software
Mining Ontology for Automatically Acquiring Web User Information Needs
IEEE Transactions on Knowledge and Data Engineering
A structure-based approach for multimedia information filtering
Multimedia Tools and Applications
The DYNAMOS approach to support context-aware service provisioning in mobile environments
Journal of Systems and Software
Information Processing and Management: an International Journal
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
A two-stage text mining model for information filtering
Proceedings of the 17th ACM conference on Information and knowledge management
Pattern Taxonomy Mining for Information Filtering
AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Relevence Assessment of Topic Ontology
Proceedings of the 2006 conference on Advances in Intelligent IT: Active Media Technology 2006
Mining Negative Relevance Feedback for Information Filtering
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Learning dynamic information needs: A collaborative topic variation inspection approach
Journal of the American Society for Information Science and Technology
Commercial Internet filters: Perils and opportunities
Decision Support Systems
Recommendation models for user accesses to web pages
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Mining rough association from text documents for web information gathering
Transactions on rough sets VII
Ontology based web mining for information gathering
WImBI'06 Proceedings of the 1st WICI international conference on Web intelligence meets brain informatics
A pattern mining approach for information filtering systems
Information Retrieval
Document mining based on semantic understanding of text
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
A two-stage decision model for information filtering
Decision Support Systems
Mining rough association from text documents
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
Image retrieval for alzheimer's disease detection
MCBR-CDS'09 Proceedings of the First MICCAI international conference on Medical Content-Based Retrieval for Clinical Decision Support
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part I
A new approach to filtering multimedia information based on its structure
EGMM'04 Proceedings of the Seventh Eurographics conference on Multimedia
Intelligent Information Retrieval Using Fuzzy Association Rule Classifier
International Journal of Intelligent Information Technologies
Tuning user profiles based on analyzing dynamic preference in document retrieval systems
Multimedia Tools and Applications
Text mining in negative relevance feedback
Web Intelligence and Agent Systems
Hi-index | 0.00 |
In information-filtering environments, uncertainties associated with changing interests of the user and the dynamic document stream must be handled efficiently. In this article, a filtering model is proposed that decomposes the overall task into subsystem functionalities and highlights the need for multiple adaptation techniques to cope with uncertainties. A filtering system, SIFTER, has been implemented based on the model, using established techniques in information retrieval and artificial intelligence. These techniques include document representation by a vector-space model, document classification by unsupervised learning, and user modeling by reinforcement learning. The system can filter information based on content and a user's specific interests. The user's interests are automatically learned with only limited user intervention in the form of optional relevance feedback for documents. We also describe experimental studies conducted with SIFTER to filter computer and information science documents collected from the Internet and commercial database services. The experimental results demonstrate that the system performs very well in filtering documents in a realistic problem setting.