Communications of the ACM
Learning in the presence of concept drift and hidden contexts
Machine Learning
Refinement-based student modeling and automated bug library construction
Journal of Artificial Intelligence in Education
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
Improving two-stage ad-hoc retrieval for short queries
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Learning to classify text from labeled and unlabeled documents
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
MailCat: an intelligent assistant for organizing e-mail
Proceedings of the third annual conference on Autonomous Agents
Proceedings of the seventh international conference on User modeling
UM '99 Proceedings of the seventh international conference on User modeling
A hybrid user model for news story classification
UM '99 Proceedings of the seventh international conference on User modeling
Artificial Intelligence in Education: Open Learning Environments: New Computational Technologies to Support Learning
Using Decision Trees for Agent Modeling: Improving Prediction Performance
User Modeling and User-Adapted Interaction
Proceedings of the 4th International Conference on Intelligent Tutoring Systems
ITS '98 Proceedings of the 4th International Conference on Intelligent Tutoring Systems
Letizia: an agent that assists web browsing
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
User Modeling and User-Adapted Interaction
Natural Language Processing and User Modeling: Synergies and Limitations
User Modeling and User-Adapted Interaction
Predictive Statistical Models for User Modeling
User Modeling and User-Adapted Interaction
Empirical Evaluation of User Models and User-Adapted Systems
User Modeling and User-Adapted Interaction
Techniques for Plan Recognition
User Modeling and User-Adapted Interaction
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
Intelligent E-marketing with Web Mining, Personalization, and User-Adpated Interfaces
Industrial Conference on Data Mining: Advances in Data Mining, Applications in E-Commerce, Medicine, and Knowledge Management
Tracking Changing User Interests through Prior-Learning of Context
AH '02 Proceedings of the Second International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Adaptive interfaces and agents
The human-computer interaction handbook
Web Usage Mining as a Tool for Personalization: A Survey
User Modeling and User-Adapted Interaction
Recommender Systems Research: A Connection-Centric Survey
Journal of Intelligent Information Systems
Managing Uncertainty: Modeling Users in Location-Tracking Applications
IEEE Pervasive Computing
Improving proactive information systems
Proceedings of the 10th international conference on Intelligent user interfaces
An ontology-based interface for machine learning
Proceedings of the 10th international conference on Intelligent user interfaces
Can user models be learned at all? Inherent problems in machine learning for user modelling
The Knowledge Engineering Review
User Profiling for Web Page Filtering
IEEE Internet Computing
Making memories: applying user input logs to interface design and evaluation
CHI '06 Extended Abstracts on Human Factors in Computing Systems
The Knowledge Engineering Review
COOPERATIVE QUERY REWRITING FOR DECISION MAKING SUPPORT AND RECOMMENDER SYSTEMS
Applied Artificial Intelligence
User Modeling and User-Adapted Interaction
Contextual multi-dimensional browsing
Computers in Human Behavior
Capturing User Interests by Both Exploitation and Exploration
UM '07 Proceedings of the 11th international conference on User Modeling
Bayesian Collaborative Predictors for General User Modeling Tasks
Neural Information Processing
Improving Web Search by Categorization, Clustering, and Personalization
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
Tailoring the Interpretation of Spatial Utterances for Playing a Board Game
AIMSA '08 Proceedings of the 13th international conference on Artificial Intelligence: Methodology, Systems, and Applications
Computational Intelligence techniques for Web personalization
Web Intelligence and Agent Systems
The task of guiding in adaptive recommender systems
Expert Systems with Applications: An International Journal
Programming Robosoccer agents by modeling human behavior
Expert Systems with Applications: An International Journal
Domain-Independent Error-Based Simulation for Error-Awareness and Its Preliminary Evaluation
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Personalized MTV Affective Analysis Using User Profile
PCM '08 Proceedings of the 9th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Autopoiesis, the immune system, and adaptive information filtering
Natural Computing: an international journal
OMBO: An opponent modeling approach
AI Communications
Habituation detection with Allen-Cahn boundary generation
International Journal of Advanced Intelligence Paradigms
Predicting Customer Models Using Behavior-Based Features in Shops
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
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
Anytime classification for a pool of instances
Machine Learning
Acquisition, representation and management of user knowledge
Expert Systems with Applications: An International Journal
Towards a graph-based user profile modeling for a session-based personalized search
Knowledge and Information Systems
Modeling human behavior in user-adaptive systems: Recent advances using soft computing techniques
Expert Systems with Applications: An International Journal
Experiments on the preference-based organization interface in recommender systems
ACM Transactions on Computer-Human Interaction (TOCHI)
HCI '08 Proceedings of the Third IASTED International Conference on Human Computer Interaction
Toward a machine learning approach for classifying user goals from user interactions
Proceedings of the 2010 ACM SIGGRAPH symposium on Interactive 3D Graphics and Games
A multiagent approach to obtain open and flexible user models in adaptive learning communities
UM'03 Proceedings of the 9th international conference on User modeling
Adaptive bayes for a student modeling prediction task based on learning styles
UM'03 Proceedings of the 9th international conference on User modeling
Ontological technologies for user modelling
International Journal of Metadata, Semantics and Ontologies
Personalized search on the world wide web
The adaptive web
Ranking using multi-features in blog search
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
Machine learning based learner modeling for adaptive web-based learning
ICCSA'07 Proceedings of the 2007 international conference on Computational science and its applications - Volume Part I
User profiling with privacy: a framework for adaptive information agents
Intelligent information agents
SPGProfile: Speak Group Profile
Information Systems
In-depth behavior understanding and use: The behavior informatics approach
Information Sciences: an International Journal
Automatic detection of users' skill levels using high-frequency user interface events
User Modeling and User-Adapted Interaction
Environmental user-preference learning for smart homes: An autonomous approach
Journal of Ambient Intelligence and Smart Environments
Inferring document utility via a decision-making based retrieval model
International Journal of Knowledge-based and Intelligent Engineering Systems
A network-based model for high-dimensional information filtering
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
A review of evolutionary and immune-inspired information filtering
Natural Computing: an international journal
Context-based services selection and recommendation through P-learning platform
ITHET'10 Proceedings of the 9th international conference on Information technology based higher education and training
Interaction analysis for adaptive user interfaces
ICIC'10 Proceedings of the 6th international conference on Advanced intelligent computing theories and applications: intelligent computing
Personalization in multimedia retrieval: A survey
Multimedia Tools and Applications
Enhanced learner model for adaptive mobile learning
Proceedings of the 12th International Conference on Information Integration and Web-based Applications & Services
Digital library retrieval model using subject classification table and user profile
ICADL'04 Proceedings of the 7th international Conference on Digital Libraries: international collaboration and cross-fertilization
User modeling: Through statistical analysis and subspace learning
Expert Systems with Applications: An International Journal
Presence: Teleoperators and Virtual Environments
Personalization for the semantic web
Proceedings of the First international conference on Reasoning Web
ICADL'06 Proceedings of the 9th international conference on Asian Digital Libraries: achievements, Challenges and Opportunities
A hybrid approach for spatial web personalization
W2GIS'05 Proceedings of the 5th international conference on Web and Wireless Geographical Information Systems
Recommender systems and the social web
UMAP'11 Proceedings of the 19th international conference on Advances in User Modeling
Automated user modeling for personalized digital libraries
International Journal of Information Management: The Journal for Information Professionals
Learning user characteristics from social tagging behavior
Proceedings of the 23rd ACM conference on Hypertext and social media
Learning user preferences for adaptive pervasive environments: An incremental and temporal approach
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Improving business rating predictions using graph based features
Proceedings of the 19th international conference on Intelligent User Interfaces
Inferring ECA-based rules for ambient intelligence using evolutionary feature extraction
Journal of Ambient Intelligence and Smart Environments
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At first blush, user modeling appears to be a prime candidate for straightforward application of standard machine learning techniques. Observations of the user's behavior can provide training examples that a machine learning system can use to form a model designed to predict future actions. However, user modeling poses a number of challenges for machine learning that have hindered its application in user modeling, including: the need for large data sets; the need for labeled data; concept drift; and computational complexity. This paper examines each of these issues and reviews approaches to resolving them.