Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
Agents that reduce work and information overload
Communications of the ACM
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
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Communications of the ACM
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
Wrappers for feature subset selection
Artificial Intelligence - Special issue on relevance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning personal preferences on online newspaper articles from user behaviors
Selected papers from the sixth international conference on World Wide Web
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Combining collaborative filtering with personal agents for better recommendations
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
A Framework for Collaborative, Content-Based and Demographic Filtering
Artificial Intelligence Review - Special issue on data mining on the Internet
Personalization on the Net using Web mining: introduction
Communications of the ACM
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
E-Commerce Recommendation Applications
Data Mining and Knowledge Discovery
Eigentaste: A Constant Time Collaborative Filtering Algorithm
Information Retrieval
User Modeling and User-Adapted Interaction
Information Filtering: Overview of Issues, Research and Systems
User Modeling and User-Adapted Interaction
A Taxonomy of Recommender Agents on theInternet
Artificial Intelligence Review
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
Collaborative Case-Based Recommender Systems
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
ITR: A Case-Based Travel Advisory System
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Adding Generic Contextual Capabilities to Wearable Computers
ISWC '98 Proceedings of the 2nd IEEE International Symposium on Wearable Computers
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
Personalised hypermedia presentation techniques for improving online customer relationships
The Knowledge Engineering Review
Managing conflict in multi-model adaptive hypertext
Proceedings of the fifteenth ACM conference on Hypertext and hypermedia
Towards context-aware adaptable web services
Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters
Incorporating contextual information in recommender systems using a multidimensional approach
ACM Transactions on Information Systems (TOIS)
Improving recommendation lists through topic diversification
WWW '05 Proceedings of the 14th international conference on World Wide Web
IEEE Transactions on Knowledge and Data Engineering
Personalization technologies: a process-oriented perspective
Communications of the ACM - The digital society
Applying SVD on Item-based Filtering
ISDA '05 Proceedings of the 5th International Conference on Intelligent Systems Design and Applications
The Role of Ontologies in Context-Aware Recommender Systems
MDM '06 Proceedings of the 7th International Conference on Mobile Data Management
Personalized ambient media experience: move.me case study
Proceedings of the 12th international conference on Intelligent user interfaces
Supporting small groups in the museum by context-aware communication services
Proceedings of the 12th international conference on Intelligent user interfaces
Enhancing privacy and preserving accuracy of a distributed collaborative filtering
Proceedings of the 2007 ACM conference on Recommender systems
Distributed collaborative filtering with domain specialization
Proceedings of the 2007 ACM conference on Recommender systems
Interfaces for eliciting new user preferences in recommender systems
UM'03 Proceedings of the 9th international conference on User modeling
Ontology-based user modeling for knowledge management systems
UM'03 Proceedings of the 9th international conference on User modeling
Cross-technique mediation of user models
AH'06 Proceedings of the 4th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Decentralized mediation of user models for a better personalization
AH'06 Proceedings of the 4th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
SharedLife: towards selective sharing of augmented personal memories
Reasoning, Action and Interaction in AI Theories and Systems
Ontologically-Enriched unified user modeling for cross-system personalization
UM'05 Proceedings of the 10th international conference on User Modeling
Gumo: the general user model ontology
UM'05 Proceedings of the 10th international conference on User Modeling
LoCA'05 Proceedings of the First international conference on Location- and Context-Awareness
An Evidence-Based Approach to Handle Semantic Heterogeneity in Interoperable Distributed User Models
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Cross-representation mediation of user models
User Modeling and User-Adapted Interaction
Case-studies on exploiting explicit customer requirements in recommender systems
User Modeling and User-Adapted Interaction
Proceedings of the 20th ACM conference on Hypertext and hypermedia
ISeller: A Flexible Personalization Infrastructure for e-Commerce Applications
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
Matching information content with music
Proceedings of the third ACM conference on Recommender systems
Adaptive systems in the era of the semantic and social web, a survey
User Modeling and User-Adapted Interaction
Exploring the feasibility of web form adaptation to users' cultural dimension scores
User Modeling and User-Adapted Interaction
Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Recommending research colloquia: a study of several sources for user profiling
Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
New approaches to mood-based hybrid collaborative filtering
Proceedings of the Workshop on Context-Aware Movie Recommendation
Layered evaluation of interactive adaptive systems: framework and formative methods
User Modeling and User-Adapted Interaction
Proceedings of the 3rd ACM SIGCHI symposium on Engineering interactive computing systems
My personal user interface: a semantic user-centric approach to manage and share user information
HI'11 Proceedings of the 2011 international conference on Human interface and the management of information - Volume Part I
User model interoperability: a survey
User Modeling and User-Adapted Interaction
A generic semantic-based framework for cross-domain recommendation
Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Semantically-Enhanced ubiquitous user modeling
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Proceedings of the 2012 ACM international conference on Intelligent User Interfaces
A survey of context-aware cross-digital library personalization
AMR'10 Proceedings of the 8th international conference on Adaptive Multimedia Retrieval: context, exploration, and fusion
TUMS: twitter-based user modeling service
ESWC'11 Proceedings of the 8th international conference on The Semantic Web
Recommender systems and the social web
UMAP'11 Proceedings of the 19th international conference on Advances in User Modeling
Proceedings of the 21st international conference companion on World Wide Web
Proceedings of the 21st international conference companion on World Wide Web
Personalization in cultural heritage: the road travelled and the one ahead
User Modeling and User-Adapted Interaction
Collaborative user modeling for enhanced content filtering in recommender systems
Decision Support Systems
Evaluation of a domain-aware approach to user model interoperability
Proceedings of the 23rd ACM conference on Hypertext and social media
Combining social information for academic networking
Proceedings of the 2013 conference on Computer supported cooperative work
Cross social networks interests predictions based ongraph features
Proceedings of the 7th ACM conference on Recommender systems
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Provision of personalized recommendations to users requires accurate modeling of their interests and needs. This work proposes a general framework and specific methodologies for enhancing the accuracy of user modeling in recommender systems by importing and integrating data collected by other recommender systems. Such a process is defined as user models mediation. The work discusses the details of such a generic user modeling mediation framework. It provides a generic user modeling data representation model, demonstrates its compatibility with existing recommendation techniques, and discusses the general steps of the mediation. Specifically, four major types of mediation are presented: cross-user, cross-item, cross-context, and cross-representation. Finally, the work reports the application of the mediation framework and illustrates it with practical mediation scenarios. Evaluations of these scenarios demonstrate the potential benefits of user modeling data mediation, as in certain conditions it allows improving the quality of the recommendations provided to the users.