Modeling Users, Context and Devices for Ambient Assisted Living Environments

The participation of users within AAL environments is increasing thanks to the capabilities of the current wearable devices. Furthermore, the significance of considering user's preferences, context conditions and device's capabilities help smart environments to personalize services and resources for them. Being aware of different characteristics of the entities participating in these situations is vital for reaching the main goals of the corresponding systems efficiently. To collect different information from these entities, it is necessary to design several formal models which help designers to organize and give some meaning to the gathered data. In this paper, we analyze several literature solutions for modeling users, context and devices considering different approaches in the Ambient Assisted Living domain. Besides, we remark different ongoing standardization works in this area. We also discuss the used techniques, modeled characteristics and the advantages and drawbacks of each approach to finally draw several conclusions about the reviewed works.

[1]  T. Nakajima,et al.  Citron: a context information acquisition framework for personal devices , 2005, 11th IEEE International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA'05).

[2]  James Cheney,et al.  PROV-Dictionary: Modeling Provenance for Dictionary Data Structures , 2014 .

[3]  Gregory D. Abowd,et al.  Towards a Better Understanding of Context and Context-Awareness , 1999, HUC.

[4]  Alan Messer,et al.  Adaptive offloading for pervasive computing , 2004, IEEE Pervasive Computing.

[5]  Dietmar Dengler,et al.  The User Model and Context Ontology GUMO Revisited for Future Web 2.0 Extensions , 2007, C&O:RR.

[6]  H. S. Wolff,et al.  iRun: Horizontal and Vertical Shape of a Region-Based Graph Compression , 2022, Sensors.

[7]  Alexander Pretschner,et al.  Ontology-based personalized search and browsing , 2003, Web Intell. Agent Syst..

[8]  Fernando Pereira A Triple User Characterization Model for Video Adaptation and Quality of Experience Evaluatio , 2005, 2005 IEEE 7th Workshop on Multimedia Signal Processing.

[9]  Ahmed Seffah,et al.  Investigating Usability Metrics for the Design and Development of Applications for the Elderly , 2008, ICCHP.

[10]  Paul Müller,et al.  Ambient Intelligence in Assisted Living: Enable Elderly People to Handle Future Interfaces , 2007, HCI.

[11]  Tao Gu,et al.  Toward an OSGi-based infrastructure for context-aware applications , 2004, IEEE Pervasive Computing.

[12]  Ivan Pretel,et al.  Effectiveness Measurement Framework for Field-Based Experiments Focused on Android Devices , 2013, CLIHC.

[13]  Kurt Geihs,et al.  Achieving User Participation for Adaptive Applications , 2012, UCAmI.

[14]  Jadwiga Indulska,et al.  Generating context management infrastructure from high level context models , 2003 .

[15]  Elaine Rich,et al.  Building and Exploiting User Models , 1979, IJCAI.

[16]  Aitor Almeida,et al.  Assessing Ambiguity of Context Data in Intelligent Environments: Towards a More Reliable Context Managing System , 2012, Sensors.

[17]  Alfred Kobsa,et al.  The user modeling shell system BGP-MS , 2005, User Modeling and User-Adapted Interaction.

[18]  Henning Maaß Location-Aware Mobile Applications Based on Directory Services , 1997, MobiCom.

[19]  Claudia Linnhoff-Popien,et al.  A Context Modeling Survey , 2004 .

[20]  Akrivi Katifori,et al.  Creating an Ontology for the User Profile: Method and Applications , 2007, RCIS.

[21]  Terry A. Halpin Object-Role Modeling , 2009, Encyclopedia of Database Systems.

[22]  Lawrence Normie,et al.  BS 7000-6:2005 Design management systems – Part 6: Managing inclusive design, by British Standards; 2005 , 2005 .

[23]  Luc Moreau,et al.  PROV-XML: The PROV XML Schema , 2013 .

[24]  C. Raymond Perrault,et al.  Speech Acts as a Basis for Understanding Dialogue Coherence , 1978, TINLAP.

[25]  C. Raymond Perrault,et al.  Elements of a Plan-Based Theory of Speech Acts , 1979, Cogn. Sci..

[26]  M. Spreng,et al.  Ear damage caused by leisure noise. , 2001, Noise & health.

[27]  Marek Hatala,et al.  Ontology-Based User Modeling in an Augmented Audio Reality System for Museums , 2005, User Modeling and User-Adapted Interaction.

[28]  Alfred Kobsa,et al.  User Models in Dialog Systems , 1989, Symbolic Computation.

[29]  Alfred Kobsa,et al.  Generic User Modeling Systems , 2001, User Modeling and User-Adapted Interaction.

[30]  Yu He,et al.  The YouTube video recommendation system , 2010, RecSys '10.

[31]  Marvin Theimer,et al.  Customizing Mobile Applications , 1993, Symposium on Mobile and Location-Independent Computing.

[32]  Guanling Chen,et al.  A Survey of Context-Aware Mobile Computing Research , 2000 .

[33]  Luc Moreau,et al.  Linking Across Provenance Bundles , 2013 .

[34]  Harry Chen,et al.  Using OWL in a Pervasive Computing Broker , 2003, OAS.

[35]  Harry Chen,et al.  SOUPA: standard ontology for ubiquitous and pervasive applications , 2004, The First Annual International Conference on Mobile and Ubiquitous Systems: Networking and Services, 2004. MOBIQUITOUS 2004..

[36]  Patrick Langdon,et al.  Cognitive Scales and Mental Models for Inclusive Design , 2007, HCI.

[37]  W. Babisch The Noise/Stress Concept, Risk Assessment and Research Needs. , 2002, Noise & health.

[38]  Jon Orwant,et al.  Doppelgänger--a user modeling system , 1991 .

[39]  T. Nies Constraints of the PROV Data Model , 2013 .

[40]  Albrecht Schmidt,et al.  There is more to context than location , 1999, Comput. Graph..

[41]  Yolanda Gil,et al.  PROV Model Primer , 2012 .

[42]  James F. Allen A plan-based approach to speech act recognition , 1979 .

[43]  Aitor Almeida,et al.  Alleviating cold-user start problem with users ’ social network data in recommendation systems , 2012 .

[44]  Gregg C. Vanderheiden,et al.  Web content accessibility guidelines 1.0 , 2001, INTR.

[45]  Martina Ziefle,et al.  Perceived usefulness of assistive technologies and electronic services for ambient assisted living , 2011, 2011 5th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth) and Workshops.

[46]  Jean Vanderdonckt,et al.  Plasticity of User Interfaces: A Revised Reference Framework , 2002, TAMODIA.

[47]  Alan Cooper,et al.  The Inmates are Running the Asylum , 1999, Software-Ergonomie.

[48]  Halime Demirkan,et al.  Universal product design involving elderly users: a participatory design model. , 2004, Applied ergonomics.

[49]  Bernd Ludwig,et al.  InCarMusic: Context-Aware Music Recommendations in a Car , 2011, EC-Web.

[50]  Paul Dourish,et al.  Where the action is , 2001 .

[51]  GauchSusan,et al.  Ontology-based personalized search and browsing , 2003 .

[52]  Liming Chen,et al.  An Ontology-based Context Management System for Smart Environments , 2012 .

[53]  Gerhard Fischer,et al.  User Modeling in Human–Computer Interaction , 2001, User Modeling and User-Adapted Interaction.

[54]  Keith Cheverst,et al.  Design of an object model for a context sensitive tourist GUIDE , 1999, Comput. Graph..

[55]  Deborah L. McGuinness,et al.  PROV-O: The PROV Ontology , 2013 .

[56]  Svein O. Hallsteinsen,et al.  Model-based user interface adaptation , 2006, Comput. Graph..

[57]  Tayeb Lemlouma,et al.  Context-aware adaptation for mobile devices , 2004, IEEE International Conference on Mobile Data Management, 2004. Proceedings. 2004.

[58]  Chris D. Nugent,et al.  Ontological User Profile Modeling for Context-Aware Application Personalization , 2012, UCAmI.

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

[60]  Bill N. Schilit,et al.  Context-aware computing applications , 1994, Workshop on Mobile Computing Systems and Applications.

[61]  Elaine Rich,et al.  User Modeling via Stereotypes , 1998, Cogn. Sci..

[62]  John A. Stankovic,et al.  Context-aware wireless sensor networks for assisted living and residential monitoring , 2008, IEEE Network.

[63]  Zhiwei Zhu,et al.  A Decision Theoretic Model for Stress Recognition and User Assistance , 2005, AAAI.

[64]  Vic Grout,et al.  User Modelling in Ambient Intelligence for Elderly and Disabled People , 2008, ICCHP.

[65]  Paul Dourish,et al.  What we talk about when we talk about context , 2004, Personal and Ubiquitous Computing.

[66]  Aitor Almeida,et al.  Social Network Analysis Applied to Recommendation Systems: Alleviating the Cold-User Problem , 2012, UCAmI.

[67]  Martina Ziefle,et al.  Human-Computer Interaction and Usability Engineering for Elderly (HCI4AGING): Introduction to the Special Thematic Session , 2010, ICCHP.

[68]  Peter Gregor,et al.  Designing for dynamic diversity: interfaces for older people , 2002, Assets '02.

[69]  Semantics of the PROV Data Model , 2013 .

[70]  Anthony Jameson,et al.  Modelling both the Context and the User , 2001, Personal and Ubiquitous Computing.

[71]  Yolanda Gil,et al.  PROV-DM: The PROV Data Model , 2013 .

[72]  Jesús Fontecha,et al.  A Context Model based on Ontological Languages: a Proposal for Information Visualization , 2010, J. Univers. Comput. Sci..

[73]  Aitor Almeida,et al.  Imhotep: an approach to user and device conscious mobile applications , 2010, Personal and Ubiquitous Computing.

[74]  Anind K. Dey,et al.  Understanding and Using Context , 2001, Personal and Ubiquitous Computing.

[75]  Sven Buchholz,et al.  Modeling of Context Information for Pervasive Computing Applications , 2002 .

[76]  Wolfgang Pohl,et al.  Logic-Based Representation and Reasoning for User Modeling Shell Systems , 2004, User Modeling and User-Adapted Interaction.

[77]  Jadwiga Indulska,et al.  Modeling Context Information in Pervasive Computing Systems , 2002, Pervasive.

[78]  P. Nijkamp,et al.  Smart Cities in Europe , 2011 .

[79]  James Cheney,et al.  PROV-N: The Provenance Notation , 2013 .

[80]  Oscar Mauricio Serrano Jaimes,et al.  EVALUACION DE LA USABILIDAD EN SITIOS WEB, BASADA EN EL ESTANDAR ISO 9241-11 (International Standard (1998) Ergonomic requirements For office work with visual display terminals (VDTs)-Parts II: Guidance on usability , 2012 .

[81]  Alexander Maedche,et al.  Ontology-Based User Modeling for Knowledge Management Systems , 2003, User Modeling.

[82]  Patrick Langdon,et al.  Characterising user capabilities to support inclusive design evaluation , 2007, Universal Access in the Information Society.

[83]  S. Eubank,et al.  If smallpox strikes Portland.... , 2005, Scientific American.