Probabilistic reasoning in intelligent systems: networks of plausible inference
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User models in dialog systems
Planning and control
C4.5: programs for machine learning
C4.5: programs for machine learning
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Continual computation policies for utility-directed prefetching
Proceedings of the seventh international conference on Information and knowledge management
Recommendation as classification: using social and content-based information in recommendation
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Learning to predict user operations for adaptive scheduling
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
A hybrid user model for news story classification
UM '99 Proceedings of the seventh international conference on User modeling
Patterns of search: analyzing and modeling Web query refinement
UM '99 Proceedings of the seventh international conference on User modeling
Modelling of novices control skills with machine learning
UM '99 Proceedings of the seventh international conference on User modeling
Predicting users' requests on the WWW
UM '99 Proceedings of the seventh international conference on User modeling
Temporary user modeling for adaptive product presentations in the Web
UM '99 Proceedings of the seventh international conference on User modeling
Creating an empirical basis for adaptation decisions
Proceedings of the 5th international conference on Intelligent user interfaces
Towards adaptive Web sites: conceptual framework and case study
Artificial Intelligence - Special issue on Intelligent internet systems
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Feature-based and Clique-based User Models for Movie Selection: A Comparative Study
User Modeling and User-Adapted Interaction
A Feature-based Approach to Recommending Selections based on Past Preferences
User Modeling and User-Adapted Interaction
Bayesian Models for Keyhole Plan Recognition in an Adventure Game
User Modeling and User-Adapted Interaction
Using Decision Trees for Agent Modeling: Improving Prediction Performance
User Modeling and User-Adapted Interaction
Bayesian Update of Recursive Agent Models
User Modeling and User-Adapted Interaction
Exploring Versus Exploiting when Learning User Models for Text Recommendation
User Modeling and User-Adapted Interaction
Machine Learning for User Modeling
User Modeling and User-Adapted Interaction
Techniques for Plan Recognition
User Modeling and User-Adapted Interaction
Amalthaea: An Evolving Multi-Agent Information Filtering and Discovery System for the WWW
Autonomous Agents and Multi-Agent Systems
Machine Learning
ICDE '96 Proceedings of the Twelfth International Conference on Data Engineering
Pre-sending Documents on the WWW: A Comparative Study
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
Predicting and Adapting to Poor Speech Recognition in a Spoken Dialogue System
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
Learning first-order definitions of functions
Journal of Artificial Intelligence Research
Learning first-order definitions of functions
Journal of Artificial Intelligence Research
Letizia: an agent that assists web browsing
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Learning trees and rules with set-valued features
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
The lumière project: Bayesian user modeling for inferring the goals and needs of software users
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
Using Bayesian Networks to Manage Uncertainty in Student Modeling
User Modeling and User-Adapted Interaction
User Modeling and User-Adapted Interaction
Natural Language Processing and User Modeling: Synergies and Limitations
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
Optimizing hypervideo navigation using a Markov decision process approach
Proceedings of the tenth ACM international conference on Multimedia
Personalized Adaptation to Device Characteristics
AH '02 Proceedings of the Second International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Generation of Personalized Web Courses Using RBAC
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
iWeaver: towards 'learning style'-based e-learning in computer science education
ACE '03 Proceedings of the fifth Australasian conference on Computing education - Volume 20
Usable adaptive hypermedia systems
Hypermedia - Special issue: Adaptive hypermedia in the age of the adaptive web
Architecture of a dialog system with an assistant agent
IHM 2003 Proceedings of the 15th French-speaking conference on human-computer interaction on 15eme Conference Francophone sur l'Interaction Homme-Machine
User Profiling for Web Page Filtering
IEEE Internet Computing
The Knowledge Engineering Review
Minimizing the length of non-mixed initiative dialogs
ACLstudent '04 Proceedings of the ACL 2004 workshop on Student research
Expert Systems with Applications: An International Journal
Reinforcement learning for dynamic multimedia adaptation
Journal of Network and Computer Applications
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Knowledge worker intranet behaviour and usability
International Journal of Business Intelligence and Data Mining
A Context-Aware Movie Preference Model Using a Bayesian Network for Recommendation and Promotion
UM '07 Proceedings of the 11th international conference on User Modeling
Long Tail Attributes of Knowledge Worker Intranet Interactions
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Bayesian Collaborative Predictors for General User Modeling Tasks
Neural Information Processing
Browsing Assistance Service for Intranet Information Systems
ICDM '08 Proceedings of the 8th industrial conference on Advances in Data Mining: Medical Applications, E-Commerce, Marketing, and Theoretical Aspects
Using Collaborative Models to Adaptively Predict Visitor Locations in Museums
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Adaptive User Modelling and Recommendation in Constrained Physical Environments
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Expert Systems with Applications: An International Journal
Using interest and transition models to predict visitor locations in museums
AI Communications - Recommender Systems
Dynamic gain estimation in ambient media services
SAME '08 Proceedings of the 1st ACM international workshop on Semantic ambient media experiences
Performance Analysis of an Adaptive User Interface System Based on Mobile Agents
Engineering Interactive Systems
Context-Aware Users' Preference Models by Integrating Real and Supposed Situation Data
IEICE - Transactions on Information and Systems
Data-driven user simulation for automated evaluation of spoken dialog systems
Computer Speech and Language
Using FAQ as a Case Base for Intelligent Tutoring
Proceedings of the 2005 conference on Artificial Intelligence in Education: Supporting Learning through Intelligent and Socially Informed Technology
Acquiring Unobtrusive Relevance Feedback through Eye-Tracking in Ambient Recommender Systems
Proceedings of the 2005 conference on Artificial Intelligence Research and Development
Managing uncertainty in group recommending processes
User Modeling and User-Adapted Interaction
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
Describing User Interactions in Adaptive Interactive Systems
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
A framework for human-centered provisioning of ambient media services
Multimedia Tools and Applications
Computer Speech and Language
IEEE Transactions on Robotics - Special issue on rehabilitation robotics
Acquisition, representation and management of user knowledge
Expert Systems with Applications: An International Journal
Context-Aware User and Service Profiling by Means of Generalized Association Rules
KES '09 Proceedings of the 13th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems: Part II
Teaching-Learning by Means of a Fuzzy-Causal User Model
MICAI '09 Proceedings of the 8th Mexican International Conference on Artificial Intelligence
Probabilistic Seeking Prediction in P2P VoD Systems
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Expert Systems with Applications: An International Journal
Long tails and analysis of knowledge worker intranet browsing behavior
BIS'07 Proceedings of the 10th international conference on Business information systems
Learning a model of a web user's interests
UM'03 Proceedings of the 9th international conference on User modeling
Predicting student help-request behavior in an intelligent tutor for reading
UM'03 Proceedings of the 9th international conference on User modeling
Personalized search on the world wide web
The adaptive web
Using viewing time for theme prediction in cultural heritage spaces
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
Artificial intelligence
Automatic detection of users' skill levels using high-frequency user interface events
User Modeling and User-Adapted Interaction
Bayesian networks for student model engineering
Computers & Education
International Journal of Intelligent Information and Database Systems
Interaction analysis for adaptive user interfaces
ICIC'10 Proceedings of the 6th international conference on Advanced intelligent computing theories and applications: intelligent computing
User-centric information management for decision support in disaster relief & evacuation
MILCOM'06 Proceedings of the 2006 IEEE conference on Military communications
Using ontological and document similarity to estimate museum exhibit relatedness
Journal on Computing and Cultural Heritage (JOCCH)
Parameter estimation for agenda-based user simulation
SIGDIAL '10 Proceedings of the 11th Annual Meeting of the Special Interest Group on Discourse and Dialogue
Grammatical error simulation for computer-assisted language learning
Knowledge-Based Systems
Domain N-gram construction and its application to text editor
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part I
A framework for adapting interactive systems to user behavior
Journal of Ambient Intelligence and Smart Environments
Context tags: exploiting user-given contextual cues for disambiguation
Proceedings of the 13th International Conference on Human Computer Interaction with Mobile Devices and Services
A QoS evaluation method for personalized service requests
WISM'11 Proceedings of the 2011 international conference on Web information systems and mining - Volume Part II
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
Emotion semantics image retrieval: an brief overview
ACII'05 Proceedings of the First international conference on Affective Computing and Intelligent Interaction
A system for context-dependent user modeling
OTM'06 Proceedings of the 2006 international conference on On the Move to Meaningful Internet Systems: AWeSOMe, CAMS, COMINF, IS, KSinBIT, MIOS-CIAO, MONET - Volume Part II
Comparison of predictive contract mechanisms from an information theory perspective
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Extraction and analysis of knowledge worker activities on intranet
PAKM'06 Proceedings of the 6th international conference on Practical Aspects of Knowledge Management
Evaluating recommender systems from the user's perspective: survey of the state of the art
User Modeling and User-Adapted Interaction
Online Randomization Strategies to Obfuscate User Behavioral Patterns
Journal of Network and Systems Management
Statistical user simulation for spoken dialogue systems: what for, which data, which future?
SDCTD '12 NAACL-HLT Workshop on Future Directions and Needs in the Spoken Dialog Community: Tools and Data
Ontological user profile modeling for context-aware application personalization
UCAmI'12 Proceedings of the 6th international conference on Ubiquitous Computing and Ambient Intelligence
Experience beyond knowledge: Pragmatic e-learning systems design with learning experience
Computers in Human Behavior
Using SWRL and ontological reasoning for the personalization of context-aware assistive services
Proceedings of the 6th International Conference on PErvasive Technologies Related to Assistive Environments
Improving business rating predictions using graph based features
Proceedings of the 19th international conference on Intelligent User Interfaces
Statistical user model supported by R-Tree structure
Applied Intelligence
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The limitations of traditional knowledge representation methods for modeling complex human behaviour led to the investigation of statistical models. Predictive statistical models enable the anticipation of certain aspects of human behaviour, such as goals, actions and preferences. In this paper, we motivate the development of these models in the context of the user modeling enterprise. We then review the two main approaches to predictive statistical modeling, content-based and collaborative, and discuss the main techniques used to develop predictive statistical models. We also consider the evaluation requirements of these models in the user modeling context, and propose topics for future research.