Agents that reduce work and information overload
Communications of the ACM
A softbot-based interface to the Internet
Communications of the ACM
Experience with a learning personal assistant
Communications of the ACM
Fab: content-based, collaborative recommendation
Communications of the ACM
Advances in knowledge discovery and data mining
Advances in knowledge discovery and data mining
Machine Learning
Agents for sale: first wave of intelligent agents go commercial
IEEE Expert: Intelligent Systems and Their Applications
ARCCHNID: Adaptive Retrieval Agents Choosing Heuristic Neighborhoods
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
A Probabilistic Analysis of the Rocchio Algorithm with TFIDF for Text Categorization
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Evolving intelligent text-based agents
AGENTS '00 Proceedings of the fourth international conference on Autonomous agents
ACM SIGKDD Explorations Newsletter
Capturing knowledge of user preferences: ontologies in recommender systems
Proceedings of the 1st international conference on Knowledge capture
Clustering and Classification in Structured Data Domains Using Fuzzy Lattice Neurocomputing (FLN)
IEEE Transactions on Knowledge and Data Engineering
A Fuzzy Rule-Based Agent for Web Retrieval-Filtering
WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development
A Fast Algorithm for Hierarchical Text Classification
DaWaK 2000 Proceedings of the Second International Conference on Data Warehousing and Knowledge Discovery
Pinpoint Web Searching and User Modeling on the Collaborative Kodama Agents
EC-Web 2001 Proceedings of the Second International Conference on Electronic Commerce and Web Technologies
Web Engineering, Software Engineering and Web Application Development
Personalised Organisation of Dynamic e-Catalogs
CAiSE '02/ WES '02 Revised Papers from the International Workshop on Web Services, E-Business, and the Semantic Web
Link Augmentation: A Context-Based Approach to Support Adaptive Hypermedia
Revised Papers from the nternational Workshops OHS-7, SC-3, and AH-3 on Hypermedia: Openness, Structural Awareness, and Adaptivity
Research Topics Discovery from WWW by Keywords Association Rules
RSCTC '00 Revised Papers from the Second International Conference on Rough Sets and Current Trends in Computing
Adaptive interfaces and agents
The human-computer interaction handbook
A Comparison of Word- and Sense-Based Text Categorization Using Several Classification Algorithms
Journal of Intelligent Information Systems
A fuzzy system for the web page representation
Intelligent exploration of the web
Web browsing using machine learning on text data
Intelligent exploration of the web
Applying data mining to software maintenance records
CASCON '03 Proceedings of the 2003 conference of the Centre for Advanced Studies on Collaborative research
Ontological user profiling in recommender systems
ACM Transactions on Information Systems (TOIS)
An Analytical Approach to Concept Extraction in HTML Environments
Journal of Intelligent Information Systems
Anatomy and Empirical Evaluation of an Adaptive Web-Based Information Filtering System
User Modeling and User-Adapted Interaction
Text analysis and knowledge mining system
IBM Systems Journal
Personalized Course Navigation Based on Grey Relational Analysis
Applied Intelligence
Modeling user interests by conceptual clustering
Information Systems - Special issue: The semantic web and web services
Computer Networks: The International Journal of Computer and Telecommunications Networking - Web dynamics
ACSC '06 Proceedings of the 29th Australasian Computer Science Conference - Volume 48
ACM Transactions on Internet Technology (TOIT)
Web directories as a knowledge base to build a multi-agent system for information sharing
Web Intelligence and Agent Systems
Categorization and analysis of text in computer mediated communication archives using visualization
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
User Modeling and User-Adapted Interaction
Distributed multi-lingual content based text mining DML - CBTM
ACST'07 Proceedings of the third conference on IASTED International Conference: Advances in Computer Science and Technology
Ontology-supported polarity mining
Journal of the American Society for Information Science and Technology
Knowledge pre-processing in decision making
ACS'07 Proceedings of the 7th Conference on 7th WSEAS International Conference on Applied Computer Science - Volume 7
Behavioral model extraction of search engines used in an intelligent meta search engine
ICCOMP'05 Proceedings of the 9th WSEAS International Conference on Computers
Construction of Ontology-Based User Model for Web Personalization
UM '07 Proceedings of the 11th international conference on User Modeling
From Web to Social Web: Discovering and Deploying User and Content Profiles
Integrating tags in a semantic content-based recommender
Proceedings of the 2008 ACM conference on Recommender systems
Web page classification: Features and algorithms
ACM Computing Surveys (CSUR)
Decision making with textual and spatial information
WSEAS Transactions on Information Science and Applications
Personalized recommendation on dynamic content using predictive bilinear models
Proceedings of the 18th international conference on World wide web
Web Meta-search using Unsupervised Neural Networks
IWANN '03 Proceedings of the 7th International Work-Conference on Artificial and Natural Neural Networks: Part II: Artificial Neural Nets Problem Solving Methods
Content-Based Personalization Services Integrating Folksonomies
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
A Hybrid Statistical Data Pre-processing Approach for Language-Independent Text Classification
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
SpIteR: A Module for Recommending Dynamic Personalized Museum Tours
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Knowledge infusion into content-based recommender systems
Proceedings of the third ACM conference on Recommender systems
A fully automated recommender system using collaborative filters
CIIT '07 The Sixth IASTED International Conference on Communications, Internet, and Information Technology
Modeling user interests by conceptual clustering
Information Systems
A simplicial complex, a hypergraph, structure in the latent semantic space of document clustering
International Journal of Approximate Reasoning
Data mining for web personalization
The adaptive web
A contextual-bandit approach to personalized news article recommendation
Proceedings of the 19th international conference on World wide web
Content-based recommendation services for personalized digital libraries
DELOS'07 Proceedings of the 1st international conference on Digital libraries: research and development
User profiling with privacy: a framework for adaptive information agents
Intelligent information agents
A web search-centric approach to recommender systems with URLs as minimal user contexts
Journal of Systems and Software
User modeling-based spatial web personalization
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part II
Document representations for classification of short web-page descriptions
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
A hybrid similarity concept for browsing semi-structured product items
EC-Web'06 Proceedings of the 7th international conference on E-Commerce and Web Technologies
Web document classification using changing training data set
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part V
Personalization for the web: learning user preferences from text
From Integrated Publication and Information Systems to Virtual Information and Knowledge Environments
Learning user profiles from text in e-commerce
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Intelligent techniques for web personalization
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
WordNet-Based word sense disambiguation for learning user profiles
EWMF'05/KDO'05 Proceedings of the 2005 joint international conference on Semantics, Web and Mining
Semantics-based event-driven web news classification
ISPA'07 Proceedings of the 2007 international conference on Frontiers of High Performance Computing and Networking
Exploration / exploitation trade-off in mobile context-aware recommender systems
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
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Analysis of text data using intelligent information retrieval, machine learning, natural language processing or other related methods is becoming an important issue for the development of intelligent agents. There are two frequently used approaches to the development of intelligent agents using machine learning techniques: a content-based and a collaborative approach. In the first approach, the content (eg., text) plays an important role, while in the second approach, the existence of several knowledge sources (eg., several users) is required. We can say that the usage of machine learning techniques on text databases (usually referred to as text-learning) is an important part of the content-based approach. Examples are agents for locating information on World Wide Web and Usenet news filtering agents. There are different research questions important for the development of text-learning intelligent agents. We focus on three of them: what representation is used for documents, how is the high number of features dealt with and which learning algorithm is used. These questions are addressed in an overview of the existing approaches to text classification. For illustration we give a brief description of the content-based personal intelligent agent named Personal WebWatcher that uses text-learning for user customized Web browsing.