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Machine Learning
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On the Optimality of the Simple Bayesian Classifier under Zero-One Loss
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WebMate: a personal agent for browsing and searching
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A system for automatic personalized tracking of scientific literature on the Web
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Instructible information agents for Web mining
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Content-based book recommending using learning for text categorization
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Cognitive approach for building user model in an information retrieval context (poster session)
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Text Classification from Labeled and Unlabeled Documents using EM
Machine Learning - Special issue on information retrieval
A prediction system for multimedia pre-fetching in Internet
MULTIMEDIA '00 Proceedings of the eighth ACM international conference on Multimedia
Document ontology based personalized filtering system (poster session)
MULTIMEDIA '00 Proceedings of the eighth ACM international conference on Multimedia
Personal ontologies for web navigation
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Intelligent agents for retrieving chinese Web financial news
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Capturing knowledge of user preferences: ontologies in recommender systems
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A personal agent for Chinese financial news on the Web
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An intelligent biological information management system
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Predicting web actions from HTML content
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The State of the Art in Text Filtering
User Modeling and User-Adapted Interaction
Exploring Versus Exploiting when Learning User Models for Text Recommendation
User Modeling and User-Adapted Interaction
Adaptive Techniques for Universal Access
User Modeling and User-Adapted Interaction
User Modeling and User-Adapted Interaction
MySpiders: Evolve Your Own Intelligent Web Crawlers
Autonomous Agents and Multi-Agent Systems
The InfoFinder Agent: Learning User Interests through Heuristic Phrase Extraction
IEEE Expert: Intelligent Systems and Their Applications
Using Document Access Sequences to Recommend Customized Information
IEEE Intelligent Systems
A Taxonomy of Recommender Agents on theInternet
Artificial Intelligence Review
Toward Learning Based Web Query Processing
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Functional Properties of Information Filtering
Proceedings of the 27th International Conference on Very Large Data Bases
An Adaptive Recommendation System with a Coordinator Agent
WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development
Conference Information Management System: Towards a Personal Assistant System
WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development
Intelligent Collaborative Information Retrieval
IBERAMIA '98 Proceedings of the 6th Ibero-American Conference on AI: Progress in Artificial Intelligence
Personalized Conversational Case-Based Recommendation
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
Multidimensional Recommender Systems: A Data Warehousing Approach
WELCOM '01 Proceedings of the Second International Workshop on Electronic Commerce
An Automaton Model of User-Controlled Navigation on the Web
CIAA '00 Revised Papers from the 5th International Conference on Implementation and Application of Automata
The Learnability of Naive Bayes
AI '00 Proceedings of the 13th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence
Towards Zero-Input Personalization: Referrer-Based Page Prediction
AH '00 Proceedings of the International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Agents That Model and Learn User Interests for Dynamic Collaborative Filtering
CIA '02 Proceedings of the 6th International Workshop on Cooperative Information Agents VI
Clipping and Analyzing News Using Machine Learning Techniques
DS '01 Proceedings of the 4th International Conference on Discovery Science
Constructing Web User Profiles: A non-invasive Learning Approach
WEBKDD '99 Revised Papers from the International Workshop on Web Usage Analysis and User Profiling
METIOREW: An Objective Oriented Content Based and Collaborative Recommending System
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Relational Markov models and their application to adaptive web navigation
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Similarity measure and instance selection for collaborative filtering
WWW '03 Proceedings of the 12th international conference on World Wide Web
A System for Building Intelligent Agents that Learn to Retrieve and Extract Information
User Modeling and User-Adapted Interaction
Complementing search engines with online web mining agents
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Learning to Identify Interesting Links in Intelligent Information Discovery
ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence
Ontology Based Personalized Search
ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence
Agent memory and adaptation in multi-agent systems
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
User-controlled link adaptation
Proceedings of the fourteenth ACM conference on Hypertext and hypermedia
Query-by-structure approach for the web
Data mining
Intelligent Web agents that learn to retrieve and extract information
Intelligent exploration of the web
One-class svms for document classification
The Journal of Machine Learning Research
Probabilistic Memory-Based Collaborative Filtering
IEEE Transactions on Knowledge and Data Engineering
Representing interests as a hyperlinked document collection
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Intelligent metasearch engine for knowledge management
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Towards Data-Adaptive and User-Adaptive Image Retrieval by Peer Indexing
International Journal of Computer Vision - Special Issue on Content-Based Image Retrieval
Evaluating adaptive user profiles for news classification
Proceedings of the 9th international conference on Intelligent user interfaces
Web Access to Large Audiovisual Assets Based on User Preferences
Multimedia Tools and Applications
Personalised hypermedia presentation techniques for improving online customer relationships
The Knowledge Engineering Review
Preface to Special Issue on User Modeling for Web Information Retrieval
User Modeling and User-Adapted Interaction
A nonparametric hierarchical bayesian framework for information filtering
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Discovering Document Semantics QBYS: A System for Querying the WWW by Semantics
Multimedia Tools and Applications
Unifying collaborative and content-based filtering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Ontology-based personalized search and browsing
Web Intelligence and Agent Systems
Recommender Systems Research: A Connection-Centric Survey
Journal of Intelligent Information Systems
QueryTracker: An Agent for Tracking Persistent Information Needs
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 1
Co-training with a Single Natural Feature Set Applied to Email Classification
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
Intelligent infomediary for web financial information
Decision Support Systems
Incremental personalized web page mining utilizing self-organizing HCMAC neural network
Web Intelligence and Agent Systems
Web Intelligence and Agent Systems
Personalized Course Navigation Based on Grey Relational Analysis
Applied Intelligence
A rough-fuzzy document grading system for customized text information retrieval
Information Processing and Management: an International Journal
A market-based approach to recommender systems
ACM Transactions on Information Systems (TOIS)
Evaluation of an on-line adaptive gesture interface with command prediction
GI '05 Proceedings of Graphics Interface 2005
Incremental mining of information interest for personalized web scanning
Information Systems
BDEI: Biodiversity Information Organization using Taxonomy (BIOT)
dg.o '02 Proceedings of the 2002 annual national conference on Digital government research
Personal assistants: Direct manipulation vs. mixed initiative interfaces
International Journal of Human-Computer Studies
Minimal Structure of Self-Organizing HCMAC Neural Network Classifier
Neural Processing Letters
Modeling user interests by conceptual clustering
Information Systems - Special issue: The semantic web and web services
Intelligent anticipated exploration of Web sites
AI Communications
Argument-based critics and recommenders: a qualitative perspective on user support systems
Data & Knowledge Engineering - Special issue: WIDM 2004
One-class document classification via Neural Networks
Neurocomputing
Demographic prediction based on user's browsing behavior
Proceedings of the 16th international conference on World Wide Web
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Proceedings of the 2007 ACM symposium on Applied computing
Buyer agent to enhance consumer awareness: SAATHI
Electronic Commerce Research and Applications
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IEEE Transactions on Knowledge and Data Engineering
Similarity Measure and Instance Selection for Collaborative Filtering
International Journal of Electronic Commerce
A new approach on search for similar documents with multiple categories using fuzzy clustering
Expert Systems with Applications: An International Journal
Website link prediction using a Markov chain model based on multiple time periods
International Journal of Web Engineering and Technology
A web-based multi-agent system approach to document engineering
International Journal of Web Engineering and Technology
Connecting web applications with interface agents
International Journal of Web Engineering and Technology
Evaluation of recommender systems: A new approach
Expert Systems with Applications: An International Journal
SVM based adaptive learning method for text classification from positive and unlabeled documents
Knowledge and Information Systems
Multi-attribute Text Classification Using the Fuzzy Borda Method and Semantic Grades
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
A Graphical Model for Content Based Image Suggestion and Feature Selection
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
A Novel Web Page Analysis Method for Efficient Reasoning of User Preference
APCHI '08 Proceedings of the 8th Asia-Pacific conference on Computer-Human Interaction
MLTutor: An Application of Machine Learning Algorithms for an Adaptive Web-based Information System
International Journal of Artificial Intelligence in Education
AnnotatEd: A social navigation and annotation service for web-based educational resources
The New Review of Hypermedia and Multimedia
Explaining inferences in Bayesian networks
Applied Intelligence
Recommending topics for self-descriptions in online user profiles
Proceedings of the 2008 ACM conference on Recommender systems
Journal of Systems and Software
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ACM Computing Surveys (CSUR)
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ACM Transactions on Internet Technology (TOIT)
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Cool Blog Identi?cation Using Topic-Based Models
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
A Classifier-CMAC Neural Network Model for Web Mining
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Search personalization through query and page topical analysis
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International Journal of Human-Computer Studies
Context-aware system for proactive personalized service based on context history
Expert Systems with Applications: An International Journal
SEA: Segment-enrich-annotate paradigm for adapting dialog-based content for improved accessibility
ACM Transactions on Information Systems (TOIS)
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Cool Blog Classification from Positive and Unlabeled Examples
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
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International Journal of Advanced Intelligence Paradigms
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EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
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INTERACT '09 Proceedings of the 12th IFIP TC 13 International Conference on Human-Computer Interaction: Part II
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Journal of Artificial Intelligence Research
REJA: A Georeferenced Hybrid Recommender System for Restaurants
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
A new customized document categorization scheme using rough membership
Applied Soft Computing
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ICCCI '09 Proceedings of the 1st International Conference on Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems
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Information Systems
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Information Systems
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Journal of Network and Computer Applications
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FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Short and tweet: experiments on recommending content from information streams
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ICCSA'03 Proceedings of the 2003 international conference on Computational science and its applications: PartI
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CIA'99 Proceedings of the 3rd international conference on Cooperative information agents III
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Computers in Human Behavior
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User Modeling and User-Adapted Interaction
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Information Sciences: an International Journal
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MIS Quarterly
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We describe Syskill & Webert, a software agent that learns to rate pages on the World Wide Web (WWW), deciding what pages might interest a user. The user rates explored pages on a three point scale, and Syskill & Webert learns a user profile by analyzing the information on each page. The user profile can be used in two ways. First, it can be used to suggest which links a user would be interested in exploring. Second, it can be used to construct a LYCOS query to find pages that would interest a user. We compare six different algorithms from machine learning and information retrieval on this task. We find that the naive Bayesian classifier offers several advantages over other learning algorithms on this task. Furthermore, we find that an initial portion of a web page is sufficient for making predictions on its interestingness substantially reducing the amount of network transmission required to make predictions.