Handling Semantic Heterogeneity in Interoperable Distributed User Models

Due to the overspread of user adaptive systems user data are collected and processed in diverse settings and from different platforms. The computational effort to extract user models is commonly repeated across applications and domains, mainly due to lack of interoperability and synchronization among user-adaptive systems. One way of achieving a complete picture of a user's experience is to allow systems to share user data to obtain maximum leverage and reuse of information. We address this process as user model interoperability. One of the major challenge to user models interoperability is handling semantic heterogeneity. The paper proposes a new approach for user model interoperability which deals with the semantic heterogeneity of user models and automates the user model exchange across applications.

[1]  Francesca Carmagnola From user models to interoperable user models , 2009, AI Commun..

[2]  Alexandra I. Cristea,et al.  Writing MOT, Reading AHA! Converting between an authoring and a delivery system for adaptive educational hypermedia , 2005 .

[3]  Tsvi Kuflik,et al.  Mediation of user models for enhanced personalization in recommender systems , 2007, User Modeling and User-Adapted Interaction.

[4]  Frank Dignum,et al.  Issues in Agent Communication , 2000, Lecture Notes in Computer Science.

[5]  Boris Brandherm,et al.  Gumo - The General User Model Ontology , 2005, User Modeling.

[6]  Federica Cena,et al.  Integrating heterogeneous adaptation techniques to build a flexible and usable mobile tourist guide , 2006, AI Commun..

[7]  Ilknur Celik,et al.  Interoperability between AEH user models , 2006, APS '06.

[8]  Josep Lluís de la Rosa i Esteva,et al.  A Taxonomy of Recommender Agents on the Internet , 2003, Artificial Intelligence Review.

[9]  Nancy Ide,et al.  Introduction to the Special Issue on Word Sense Disambiguation: The State of the Art , 1998, Comput. Linguistics.

[10]  Kim H. Veltman,et al.  Syntactic and semantic interoperability: New approaches to knowledge and the semantic web , 2001 .

[11]  Federica Cena,et al.  From Interoperable User Models to Interoperable User Modeling , 2006, AH.

[12]  Antonio Krüger,et al.  A User Modeling Markup Language (UserML) for Ubiquitous Computing , 2003, User Modeling.

[13]  Vladimir I. Levenshtein,et al.  Binary codes capable of correcting deletions, insertions, and reversals , 1965 .

[14]  Paul Brna,et al.  User Modeling 2005, 10th International Conference, UM 2005, Edinburgh, Scotland, UK, July 24-29, 2005, Proceedings , 2005, User Modeling.

[15]  Tim Howes,et al.  vCard MIME Directory Profile , 1998, RFC.

[16]  Julita Vassileva,et al.  Distributed user modelling for universal information access , 2001, HCI.

[17]  Lora Aroyo,et al.  OWL-OLM : interactive ontology-based elicitation of user models , 2005 .

[18]  James A. Hendler,et al.  The semantic Web and its languages , 2000 .

[19]  Lora Aroyo,et al.  Interoperability in Personalized Adaptive Learning , 2006, J. Educ. Technol. Soc..

[20]  Deborah L. McGuinness,et al.  OWL Web ontology language overview , 2004 .

[21]  Bhaskar Mehta,et al.  Ontologically-Enriched Unified User Modeling for Cross-System Personalization , 2005, User Modeling.

[22]  Yun Peng,et al.  Swoogle: A semantic web search and metadata engine , 2004, CIKM 2004.

[23]  Peter Brusilovsky,et al.  User Modeling 2003 , 2003, Lecture Notes in Computer Science.

[24]  Lora Aroyo,et al.  A Semantics-Based Dialogue for Interoperability of User-Adaptive Systems in a Ubiquitous Environment , 2007, User Modeling.

[25]  Piotr J. Gmytrasiewicz,et al.  User Modeling 2001 , 2001, Lecture Notes in Computer Science.

[26]  Federica Cena,et al.  Tag-based user modeling for social multi-device adaptive guides , 2008, User Modeling and User-Adapted Interaction.

[27]  Gjpm Geert-Jan Houben,et al.  Towards a generic user model component , 2005 .

[28]  Paul Brna,et al.  Applying Interactive Open Learner Models to Learning Technical Terminology , 2001, User Modeling.

[29]  Cristina Conati,et al.  User Modeling 2007, 11th International Conference, UM 2007, Corfu, Greece, June 25-29, 2007, Proceedings , 2007, User Modeling.

[30]  Arjohn Kampman,et al.  SeRQL: An RDF Query and Transformation Language , 2004 .

[31]  Jeffrey M. Bradshaw,et al.  What Is a Conversation Policy? , 2000, Issues in Agent Communication.

[32]  L. R. Dice Measures of the Amount of Ecologic Association Between Species , 1945 .

[33]  Steffen Staab,et al.  Semantic Web and Peer-to-Peer - Decentralized Management and Exchange of Knowledge and Information , 2006 .

[34]  Timothy W. Finin,et al.  Swoogle: a search and metadata engine for the semantic web , 2004, CIKM '04.

[35]  Michael McGill,et al.  Introduction to Modern Information Retrieval , 1983 .

[36]  Dominik Heckmann,et al.  Ubiquitous user modeling , 2006 .

[37]  Elaine Rich Users are individuals: individualizing user models , 1999, Int. J. Hum. Comput. Stud..

[38]  Jeff Z. Pan,et al.  Resource Description Framework , 2020, Definitions.

[39]  Federica Cena,et al.  User identification for cross-system personalisation , 2009, Inf. Sci..