A shell for developing non-monotonic user modeling systems
International Journal of Human-Computer Studies
ACM Computing Surveys (CSUR)
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
The future of ubiquitous computing on campus
Communications of the ACM
One for all and all in one: a learner modelling server in a multi-agent platform
UM '99 Proceedings of the seventh international conference on User modeling
Understanding and Deploying LDAP Directory Services
Understanding and Deploying LDAP Directory Services
User Modeling and User-Adapted Interaction
User Modeling and User-Adapted Interaction
A Review and Analysis of Commercial User Modeling Servers for Personalization on the World Wide Web
User Modeling and User-Adapted Interaction
Personis: A Server for User Models
AH '02 Proceedings of the Second International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Accretion Representation for Scrutable Student Modeling
ITS '00 Proceedings of the 5th International Conference on Intelligent Tutoring Systems
ITS '00 Proceedings of the 5th International Conference on Intelligent Tutoring Systems
Generating Intelligent Tutoring Systems from Reusable Components and Knowledge-Based Systems
ITS '02 Proceedings of the 6th International Conference on Intelligent Tutoring Systems
Privacy through pseudonymity in user-adaptive systems
ACM Transactions on Internet Technology (TOIT)
Learning to match ontologies on the Semantic Web
The VLDB Journal — The International Journal on Very Large Data Bases
IEEE Transactions on Knowledge and Data Engineering
Personalised hypermedia presentation techniques for improving online customer relationships
The Knowledge Engineering Review
'I didn't buy it for myself' privacy and ecommerce personalization
Proceedings of the 2003 ACM workshop on Privacy in the electronic society
KnowledgeTree: a distributed architecture for adaptive e-learning
Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters
Discovery Service for User Models in a Multi-Application Context
ICALT '05 Proceedings of the Fifth IEEE International Conference on Advanced Learning Technologies
Discovery Systems in Ubiquitous Computing
IEEE Pervasive Computing
An LDAP-based User Modeling Server and its Evaluation
User Modeling and User-Adapted Interaction
Interoperability between AEH user models
Proceedings of the joint international workshop on Adaptivity, personalization & the semantic web
Semantic Web and Peer-to-Peer: Decentralized Management and Exchange of Knowledge and Information
Semantic Web and Peer-to-Peer: Decentralized Management and Exchange of Knowledge and Information
Web Service Based Architecture and Ontology Based User Model for Cross-System Personalization
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
Bringing Semantics to Web Services with OWL-S
World Wide Web
The Future of Social Networks on the Internet: The Need for Semantics
IEEE Internet Computing
Mediation of user models for enhanced personalization in recommender systems
User Modeling and User-Adapted Interaction
UM '07 Proceedings of the 11th international conference on User Modeling
Learning from What Others Know: Privacy Preserving Cross System Personalization
UM '07 Proceedings of the 11th international conference on User Modeling
Respecting Users' Individual Privacy Constraints in Web Personalization
UM '07 Proceedings of the 11th international conference on User Modeling
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
RSS-Based Interoperability for User Adaptive Systems
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
The effects of transparency on trust in and acceptance of a content-based art recommender
User Modeling and User-Adapted Interaction
Tag-based user modeling for social multi-device adaptive guides
User Modeling and User-Adapted Interaction
User identification for cross-system personalisation
Information Sciences: an International Journal
Cross-representation mediation of user models
User Modeling and User-Adapted Interaction
Lifelong Learner Modeling for Lifelong Personalized Pervasive Learning
IEEE Transactions on Learning Technologies
An approach for evaluating User Model Data in an interoperability scenario
Proceedings of the 2006 conference on STAIRS 2006: Proceedings of the Third Starting AI Researchers' Symposium
A Model for Feature-Based User Model Interoperability on the Web
Advances in Ubiquitous User Modelling
Semantic Integration of Adaptive Educational Systems
Advances in Ubiquitous User Modelling
PersonisAD: distributed, active, scrutable model framework for context-aware services
PERVASIVE'07 Proceedings of the 5th international conference on Pervasive computing
An educational component based framework for web ITS development
ICWE'03 Proceedings of the 2003 international conference on Web engineering
A user modeling markup language (userML) for ubiquitous computing
UM'03 Proceedings of the 9th international conference on User modeling
Purpose-based user modelling in a multi-agent portfolio management system
UM'03 Proceedings of the 9th international conference on User modeling
User models for adaptive hypermedia and adaptive educational systems
The adaptive web
The adaptive web
Privacy-enhanced web personalization
The adaptive web
Sharing learner information through a web services-based learning architecture
Journal of Web Engineering
Scrutable adaptation: because we can and must
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
From interoperable user models to interoperable user modeling
AH'06 Proceedings of the 4th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Ontologically-Enriched unified user modeling for cross-system personalization
UM'05 Proceedings of the 10th international conference on User Modeling
A framework for browsing, manipulating and maintaining interoperable learner profiles
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
Ubiquitous user modeling in recommender systems
UM'05 Proceedings of the 10th international conference on User Modeling
Agent-Based ubiquitous user modeling
UM'05 Proceedings of the 10th international conference on User Modeling
Interweaving public user profiles on the web
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
Recommender systems and the social web
UMAP'11 Proceedings of the 19th international conference on Advances in User Modeling
Evaluation of a domain-aware approach to user model interoperability
Proceedings of the 23rd ACM conference on Hypertext and social media
Multi-source provenance-aware user interest profiling on the social semantic web
UMAP'12 Proceedings of the 20th international conference on User Modeling, Adaptation, and Personalization
Aggregated, interoperable and multi-domain user profiles for the social web
Proceedings of the 8th International Conference on Semantic Systems
ACM Transactions on Interactive Intelligent Systems (TiiS) - Special issue on highlights of the decade in interactive intelligent systems
Modeling end-users as contributors in human computation applications
MEDI'12 Proceedings of the 2nd international conference on Model and Data Engineering
Utilizing user tag-based interests in recommender systems for social resource sharing websites
Knowledge-Based Systems
Hybreed: A software framework for developing context-aware hybrid recommender systems
User Modeling and User-Adapted Interaction
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Nowadays a large number of user-adaptive systems has been developed. Commonly, the effort to build user models is repeated across applications and domains, due to the lack of interoperability and synchronization among user-adaptive systems. There is a strong need for the next generation of user models to be interoperable, i.e. to be able to exchange user model portions and to use the information that has been exchanged to enrich the user experience. This paper presents an overview of the well-established literature dealing with user model interoperability, discussing the most representative work which has provided valuable solutions to face interoperability issues. Based on a detailed decomposition and a deep analysis of the selected work, we have isolated a set of dimensions characterizing the user model interoperability process along which the work has been classified. Starting from this analysis, the paper presents some open issues and possible future deployments in the area.