Automatic text processing
The Strength of Weak Learnability
Machine Learning
The use of phrases and structured queries in information retrieval
SIGIR '91 Proceedings of the 14th annual international ACM SIGIR conference on Research and development in information retrieval
Information retrieval: data structures and algorithms
Information retrieval: data structures and algorithms
Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
Original Contribution: Stacked generalization
Neural Networks
C4.5: programs for machine learning
C4.5: programs for machine learning
A sequential algorithm for training text classifiers
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Towards language independent automated learning of text categorization models
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Information filtering based on user behavior analysis and best match text retrieval
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
WordNet: a lexical database for English
Communications of the ACM
Recommending and evaluating choices in a virtual community of use
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Machine Learning
Machine Learning
Training algorithms for linear text classifiers
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
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
WebMate: a personal agent for browsing and searching
AGENTS '98 Proceedings of the second international conference on Autonomous agents
Adaptive Web sites: automatically synthesizing Web pages
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Information Retrieval
Clustering Algorithms
A Comparative Study on Feature Selection in Text Categorization
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
From Gaze to Focus of Attention
VISUAL '99 Proceedings of the Third International Conference on Visual Information and Information Systems
Letizia: an agent that assists web browsing
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Syskill & webert: Identifying interesting web sites
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Digital Library Evaluation by Analysis of User Retrieval Patterns
ECDL '02 Proceedings of the 6th European Conference on Research and Advanced Technology for Digital Libraries
Text Learning and Hierarchical Feature Selection in Webpage Classification
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
A Comparative Study of Correlation Measurements for Searching Similar Tags
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
Implementation of an intelligent product recommender system in an e-store
AMT'10 Proceedings of the 6th international conference on Active media technology
Contextual search using ontology-based user profiles
Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
A PDA-based mobile profiling system for customized learning
ACOS'06 Proceedings of the 5th WSEAS international conference on Applied computer science
SWAMI: searching the web using agents with mobility and intelligence
AI'05 Proceedings of the 18th Canadian Society conference on Advances in Artificial Intelligence
A profiling system and mobile middleware framework for u-learning
ITS'06 Proceedings of the 8th international conference on Intelligent Tutoring Systems
CARSA – an architecture for the development of context adaptive retrieval systems
AMR'05 Proceedings of the Third international conference on Adaptive Multimedia Retrieval: user, context, and feedback
Guest editorial: special issue on a decade of mining the Web
Data Mining and Knowledge Discovery
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Our web user profiles consist of Page Interest Estimators (PIE's) and Web Access Graphs (WAG's). We discuss a non-invasive approach to estimating the user's interest of a web page without directly asking the user. A time and space efficient method is proposed for locating multi-word phrases to enrich the common bag-of-words representation for text documents. PIE's are then learned to predict the user's interest on any web page. A WAG summarizes the web page access patterns of a user. We describe how a user profile can be utilized to analyze search results and recommend new and interesting pages. Our empirical results on PIE's are encouraging.