Integrating Human Factors and Semantic Mark-ups in Adaptive Interactive Systems

This paper focuses on incorporating individual differences in cognitive processing and semantic mark-ups in the context of adaptive interactive systems. In particular, a semantic Web-based adaptation framework is proposed that enables Web content providers to enrich content and functionality of Web environments with semantic mark-ups. The Web content is created using a Web authoring tool and is further processed and reconstructed by an adaptation mechanism based on cognitive factors of users. Main aim of this work is to investigate the added value of personalising content and functionality of Web environments based on the unique cognitive characteristics of users. Accordingly, a user study has been conducted that entailed a psychometric-based survey for extracting the users' cognitive characteristics, combined with a real usage scenario of an existing commercial Web environment that was enriched with semantic mark-ups and personalised based on different adaptation effects. The paper provides interesting insights in the design and development of adaptive interactive systems based on cognitive factors and semantic mark-ups.

[1]  Peter Dolog,et al.  Semantic Web Technologies for the Adaptive Web , 2007, The Adaptive Web.

[2]  Katharina Reinecke,et al.  Improving performance, perceived usability, and aesthetics with culturally adaptive user interfaces , 2011, TCHI.

[3]  Xiaohui Liu,et al.  An Integrated Approach for Modeling Learning Patterns of Students in Web-Based Instruction: A Cognitive Style Perspective , 2008, TCHI.

[4]  Efi Papatheocharous Embracing cognitive factors and fuzzy logic in adaptive interactive systems , 2013 .

[5]  Timothy K. Shih,et al.  A Semiautomatic Content Adaptation Authoring Tool for Mobile Learning , 2008, ICWL.

[6]  James A. Hendler,et al.  The Semantic Web" in Scientific American , 2001 .

[7]  Jeff Heflin,et al.  SHOE: A Knowledge Representation Language for Internet Applications , 1999 .

[8]  Panagiotis Germanakos,et al.  Supporting Adaptive Interactive Systems with Semantic Markups and Human Factors , 2012, 2012 Seventh International Workshop on Semantic and Social Media Adaptation and Personalization.

[9]  Panagiotis Germanakos,et al.  Modeling users on the World Wide Web based on cognitive factors, navigation behavior and clustering techniques , 2013, J. Syst. Softw..

[10]  Jurek Kirakowski,et al.  Measuring the Usability of Web Sites , 1998 .

[11]  Ramanathan V. Guha,et al.  SemTag and seeker: bootstrapping the semantic web via automated semantic annotation , 2003, WWW '03.

[12]  Alexander Pretschner,et al.  Ontology-Based User Profiles for Search and Browsing , 2002 .

[13]  Kouichi Ono,et al.  Generating transformational annotation for web document adaptation: tool support and empirical evaluation , 2004, J. Web Semant..

[14]  Stefan Decker,et al.  Creating Semantic Web Contents with Protégé-2000 , 2001, IEEE Intell. Syst..

[15]  Alberto Quattrini Li,et al.  PoliSpell: An Adaptive Spellchecker and Predictor for People with Dyslexia , 2013, UMAP.

[16]  Heiner Stuckenschmidt,et al.  Ontology-Based Integration of Information - A Survey of Existing Approaches , 2001, OIS@IJCAI.

[17]  George D. Magoulas,et al.  Personalizing the Interaction in a Web-based Educational Hypermedia System: the case of INSPIRE , 2003, User Modeling and User-Adapted Interaction.

[18]  Kyparisia A. Papanikolaou,et al.  Authoring Personalised Interactive Content , 2006, 2006 First International Workshop on Semantic Media Adaptation and Personalization (SMAP'06).

[19]  Yueh-Min Huang,et al.  MEAT: An Authoring Tool for Generating Adaptable Learning Resources , 2009, J. Educ. Technol. Soc..

[20]  R. Riding,et al.  Cognitive Styles—an overview and integration , 1991 .

[21]  Boris Motik,et al.  Ontologies for Enterprise Knowledge Management , 2003, IEEE Intell. Syst..

[22]  Panagiotis Germanakos,et al.  Realizing Comprehensive User Profile as the Core Element of Adaptive and Personalized Communication Environments and Systems , 2009, Comput. J..

[23]  A. Baddeley Working memory: theories, models, and controversies. , 2012, Annual review of psychology.

[24]  Alfred Kobsa,et al.  The Adaptive Web, Methods and Strategies of Web Personalization , 2007, The Adaptive Web.

[25]  Marja-Riitta Koivunen,et al.  Annotea: an open RDF infrastructure for shared Web annotations , 2001, WWW '01.

[26]  Nicola Guarino,et al.  OntoSeek: content-based access to the Web , 1999, IEEE Intell. Syst..