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User-Centered Approaches to Context Awareness: Prospects and Challenges

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Context in Computing

Abstract

Context awareness has gained increasing recognition as one of the emerging technologies for the next generation of personal ubiquitous computing. Recent advancements in mobile computing technologies have paved the way for alternative frameworks that enabled the embedding or cueing of user context into the design and development of context-aware applications. This chapter contributes to the current understanding of the role of the user context in the acquisition and presentation of context information. In particular, it explores proposed approaches and methods for representing the user context in defining context awareness. Ultimately, coupling context awareness with user context of interest may provide a promising approach to the development and deployment of effective context-aware applications.

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References

  • Aarts, E., Ruyter, B.d.: New research perspectives on ambient intelligence. J. Ambient Intell. Smart Environ. 1(1), 5–14 (2009)

    Google Scholar 

  • Acampora, G., Cook, D.J., et al.: A survey on ambient intelligence in health care. Proc. IEEE. 101(12), 2470–2494 (2013)

    Article  Google Scholar 

  • Aggarwal, J., Ryoo, M.: Human activity analysis: A review. ACM Comput. Surv. 43, 16:1–16:43 (2011)

    Article  Google Scholar 

  • Ahmed, T., Kyamakya, K., et al.: Design and implementation of a context-aware decision algorithm for heterogeneous networks. SAC’06, Dijon, France (2006)

    Google Scholar 

  • Aknouche, R., Asfari, O., et al.: Integrating Query Context and User Context in an Information Retrieval Model Based on Expanded Language Modeling, vol. 7465, pp. 244–258. Springer, Berlin (2012) (Lecture Notes in Computer Science: Multidisciplinary Research and Practice for Information Systems)

    Google Scholar 

  • Balandin, S., Dunaytsev, R., et al.: Smart spaces and next generation wired/wireless networking. Third Conference on Smart Spaces, SMART 2010, and 10th International Conference, NEW2AN. Springer, St. Petersburg, Russia (2010)

    Google Scholar 

  • Barkhuus, L.: The Context Gap: An Essential Challenge to Context-Aware Computing. Computer Science. Copenhagen, The IT University of Copenhagen (2005)

    Google Scholar 

  • Barnard, L., Yi, J.S., et al.: Capturing the effects of context on human performance in mobile computing systems. Pers. Ubiquitous Comput. 11(2), 81–96 (2007)

    Article  Google Scholar 

  • Bentley, F.R., Metcalf, C.J.: Sharing motion information with close family and friends. SIGCHI Conference on Human Factors in Computing Systems, San Jose (2007)

    Google Scholar 

  • Blake, M., Kahan, D., et al.: Context-aware agents for user-oriented web services discovery and execution. Distrib. Parallel Databases. 21(1), 39–58 (2007)

    Article  Google Scholar 

  • Brdiczka, O., Crowley, J., et al.: Learning situation models in a smart home. Syst. Man Cybernet. Part B: Cybern. IEEE Trans. 9(1), 56–63 (2009)

    Article  Google Scholar 

  • Chen, C.-C., Huang, T.-C.: Learning in a u-museum: Developing a context-aware ubiquitous learning environment. Comput. Educ. 59, 873–883 (2012)

    Article  Google Scholar 

  • Chen, G., Kotz, D.: A survey of context-aware mobile computing research. TR2000-381, Department of Computer Science, Dartmouth College (2000)

    Google Scholar 

  • Chen, G., Kotz, D.: Context aggregation and dissemination in ubiquitous computing systems. Proceedings of the Fourth IEEE Workshop on Mobile Computing Systems and Applications, IEEE Computer Society (2002)

    Google Scholar 

  • Chen, H., Mohapatra, P.: A context-aware HTML/XML document transmission process for mobile wireless clients. World Wide Web. 8(4), 439–446 (2005)

    Article  Google Scholar 

  • Chen, J.-N., Huang, Y.-M., et al.: Adaptive multi-agent decision making using analytical hierarchy process. Australian Joint Conference on Artificial Intelligence, London (2002)

    Google Scholar 

  • Clough, G.: Geolearners: Location-based informal learning with mobile and social technologies. IEEE Trans. Learn. Technol. 3(1), 33–44 (2010)

    Article  Google Scholar 

  • Cocea, M., Magoulas, G.: Context-dependent personalised feedback prioritisation in exploratory learning for mathematical generalisation. User Modeling, Adaptation, and Personalization, 17th International Conference, UMAP (2009)

    Google Scholar 

  • Cook, D., Feuz, K.D., et al.: Transfer learning for activity recognition: A survey. Int. J. Knowl. Inf. Syst. 36(3), 537–556 (2013)

    Article  Google Scholar 

  • Coutaz, J., Crowley, J., et al.: Context is key. Commun. ACM. 48(3), 49–53 (2005)

    Article  Google Scholar 

  • Dey, A.K.: Understanding and using context. Pers. Ubiquitous Comput. 5(1), 4–7 (2001)

    Article  Google Scholar 

  • Dey, A.K., Abowd, G.D.: Towards a better understanding of context and context-awareness. Workshop on the What, Who, Where, When, and How of Context-Awareness, as part of the 2000 Conference on Human Factors in Computing Systems (CHI 2000), The Hague, CHI (2000)

    Google Scholar 

  • Dey, A.K., Mankoff, J.: Designing mediation for context-aware applications. ACM Trans. Comput.-Hum. Interact. 12(1), 53–80 (2005)

    Article  Google Scholar 

  • Durán, J.I., Laitakari, J., et al.: A user meta-model for context-aware recommender systems. HetRec’10, Barcelona, Spain, ACM (2010)

    Google Scholar 

  • Dyer, J.S., Fishburn, P.C., et al.: Multiple criteria decision making, multiattribute utility theory: The next ten years. Manag. Sci. 38(5), 645–654 (1992)

    Article  MATH  Google Scholar 

  • Fischer, G.: Context-Aware systems-the Ê»rightʼ information, at the Ê»rightʼ time, in the Ê»rightʼ place, in the Ê»rightʼ way, to the Ê»rightʼ person. AVI ‘12, Capri Island, Italy (2012)

    Google Scholar 

  • Fogarty, J., Hudson, S.E., et al.: Examining the robustness of sensor-based statistical models of human interruptibility. SIGCHI Conference on Human Factors in Computing Systems, Vienna (2004)

    Google Scholar 

  • Gyorbiro, N., Fabian, A., et al.: An activity recognition system for mobile phones. Mob. Netw. Appl. 14(1), 82–91 (2009)

    Article  Google Scholar 

  • Hagen, K.T., Modsching, M., et al.: Context based navigation by a dynamic tour guide. The 2nd Workshop on Positioning, Navigation and Communication (WPNC’05) & 1st Ultra-Wideband Expert Talk (UET’05) (2005)

    Google Scholar 

  • HÃ¥kansson, M., Rost, M., et al.: Facilitating mobile music sharing and social interaction with Push!Music. HICSS-40, Hawaii (2007)

    Google Scholar 

  • Häkkilä, J., Mäntyjärvi, J., et al.: Context-aware mobile media and social networks. MobileHCI’09, Bonn, Germany, ACM (2009)

    Google Scholar 

  • Han, L., Jyri, S., et al.: Research on context-aware mobile computing. 22nd International Conference on Advanced Information Networking and Applications, GinoWan, Okinawa, Japan (2008)

    Google Scholar 

  • Hartmann, M.: Context-aware intelligent user interfaces for supporting system use. Ph.D. thesis, TU Darmstadt (2010)

    Google Scholar 

  • Hollosi, D., Schroder, J., et al.: Voice activity detection driven acoustic event classification for monitoring in smart homes. Applied Sciences in Biomedical and Communication Technologies (ISABEL), 3rd International Symposium on IEEE (2010)

    Google Scholar 

  • Hong, J.-y., Suh, E.-h., et al.: Context-aware systems: A literature review and classification. Expert Syst. Appl. 36, 8509–8522 (2009)

    Article  Google Scholar 

  • Horvitz, E., Koch, P., et al.: Bayesphone: Precomputation of context-sensitive policies for inquiry and action in mobile devices. User Modeling Edinburgh, Scotland (2005)

    Google Scholar 

  • Hwang, G.J., Kuo, F.R., et al.: A heuristic algorithm for planning personalized learning paths for context-aware ubiquitous learning. Comput. Educ. 54, 404–415 (2010)

    Article  Google Scholar 

  • Im, S.-B., Cho, S.-B.: Context-based scene recognition using Bayesian networks with scale-invariant feature transform. Advanced Concepts for Intelligent Vision Systems (ACIVS 2006), Antwerp, Belgium (2006)

    Google Scholar 

  • Jensen, B.S., Larsen, J., et al.: Predictability of mobile phone associations. Proceedings of the 21st European Conference on Machine Learning, Mining Ubiquitous and Social Environments Workshop, Barcelona, Spain (2010)

    Google Scholar 

  • Jung, K., Park, S.: Context-aware role based access control using user relationship. Int. J. Comput. Theory Eng. 5(3) (2013)

    Google Scholar 

  • Kaptein, M., Markopoulos, P., et al.: Persuasion in ambient intelligence. J. Ambient Intell. Humaniz. Comput. 1(1), 43–56 (2010)

    Article  Google Scholar 

  • Kirkpatrick, M., Bertino, E.: Context-dependent authentication and access control. iNetSec 2009—Open Research Problems in Network Security, IFIP Advances in Information and Communication Technology, Springer, Berlin (2009)

    Google Scholar 

  • Korpipaa, P., Hakkila, J., et al.: Utilising context ontology in mobile device application personalisation. Proceedings of the 3rd International Conference on Mobile and Ubiquitous Multimedia, ACM, College Park, Maryland (2004)

    Google Scholar 

  • Koumoto, Y., Nonaka, H., et al.: A proposal of context-aware service composition method based on analytic hierarchy process. New Advances in Intelligent Decision Technologies, The First KES International Symposium on Intelligent Decision Technologies (KES IDT’09), Himeji, Japan (2009)

    Google Scholar 

  • Kulkarni, D., Tripathi, A.: Context-aware role-based access control in pervasive computing systems. SACMAT’08, Estes Park (2008)

    Google Scholar 

  • Kwon, O.B., Shin, J.M., et al.: Context-aware multi-agent approach to pervasive negotiation support systems. Expert Syst. Appl. 31(2), 275–285 (2006)

    Article  Google Scholar 

  • Laptev, I., Marszalek, M., et al.: Learning realistic human actions from movies. IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (2008)

    Google Scholar 

  • Lo, S.-C., Chiang, J.-L., et al.: Design of a context-aware mobile guiding application. 22nd International Conference on Advanced Information Networking and Applications-Workshops (AINA Workshops 2008), IEEE Computer Society, Los Alamitos, CA, USA (2008)

    Google Scholar 

  • Lublinerman, R., Ozay, N., et al.: Activity recognition from silhouettes using linear systems and model (in)validation techniques. International Conference on Pattern Recognition (ICCV) (2006)

    Google Scholar 

  • Lv, F., Nevatia, R.: Single view human action recognition using key pose matching and viterbi path searching. IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (2007)

    Google Scholar 

  • Masoud, O., Papanikolopoulos, N.: A method for human action recognition. Image Vis. Comput. 218, 729–743 (2003)

    Google Scholar 

  • Meetoo-Appavoo, A. SmartSense: A novel smart and intelligent context-aware framework. Int. J. Comput. Sci. Netw. Secur. 11(8), 53–62 (2011)

    Google Scholar 

  • Mowafi, Y., Forgionne, G.: Determining decision values of context awareness in ubiquitous computing environments. J. Multi-Criteria Decis. Anal. 18(3–4), 203–218 (2011)

    Article  Google Scholar 

  • Mowafi, Y., Zhang, D., et al.: Examining a Bayesian approach to personalizing context awareness in ubiquitous computing environments. 4th International Conference on Collaborative Computing: Networking, Applications and Worksharing. ColloborateCom 2008., IEEE, Orlando, Florida (2008)

    Google Scholar 

  • Mynatt, E., Tullio, J.: Inferring calendar event attendance. 6th International Conference on Intelligent User Interfaces, ACM, Santa Fe, New Mexico, USA (2001)

    Google Scholar 

  • Nwiabu, N., Allison, I., et al.: Situation awareness in context-aware case-based decision support. IEEE First International Multi-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support (CogSIMA) (2011)

    Google Scholar 

  • Oliver, N., Rosario, B., et al.: A bayesian computer vision system for modeling human interactions. IEEE Trans. Pattern Anal. Mach. Intell. 22(8), 831–843 (2000)

    Article  Google Scholar 

  • Papliatseyeu, A., Mayora-Ibarra, O.: Mobile Habits: Inferring and predicting user activities with a location-aware smartphone. 3rd Symposium of Ubiquitous Computing and Ambient Intelligence (UCAMI’08), Springer, Salamanca, Spain (2008)

    Google Scholar 

  • Parry, D.T., Narayanan, A.: RFID enabled smartcards as a context-aware personal health nod. Healthc. Inform. Rev. Online. 14(2), 10–16 (2010)

    Google Scholar 

  • Pascoe, J.: Adding generic contextual capabilities to wearable computers. ISWC ’98: Proceedings of the 2nd IEEE International Symposium on Wearable Computers, IEEE (1998)

    Google Scholar 

  • Patterson, D.J., Fox, D., et al.: Fine-grained activity recognition by aggregating abstract object usage. Ninth IEEE International Symposium on Wearable Computers, IEEE (2005)

    Google Scholar 

  • Persson, P., Jung, Y.: Nokia sensor: from research to product. Proceedings of the 2005 Conference on Designing for User Experience, AIGA: American Institute of Graphic Arts, San Francisco, California (2005)

    Google Scholar 

  • Perttunen, M., Riekki, J.: Inferring presence in a context-aware instant messaging system. 2004 IFIP International Conference on Intelligence in Communication Systems (INTELLICOM 04), Bangkok, Thailand (2004)

    Google Scholar 

  • Perttunen, M., Riekki, J.: Introducing context-aware features into everyday mobile applications. International Workshop on Location- and Context-Awareness (LoCA 2005), Oberpfaffenhofen Munich, Germany (2005)

    Google Scholar 

  • Preuveneers, D., Bergh, J.V.d., et al.: Towards an extensible context ontology for ambient intelligence. Ambient Intelligence: Second European Symposium, EUSAI 2004, Springer, Eindhoven, The Netherlands (2004)

    Google Scholar 

  • Qin, W., Shi, Y., et al.: Ontology-based context-aware middleware for smart spaces. Tsinghua Sci. Technol. 12(6), 707–713 (2007)

    Article  Google Scholar 

  • Ranganathan, A., Campbell, R.H.: An infrastructure for context-awareness based on first order logic. Pers. Ubiquitous Comput. 7(6), 353–364 (2003)

    Article  Google Scholar 

  • Rogers, Y.: Moving on from Weiser’s vision of calm computing: Engaging UbiComp experiences. In: Dourish, P., Friday, A. (eds.) Ubicomp 2006 Proceedings, LNCS 4206. Springer, Berlin (2006)

    Google Scholar 

  • Rogers, Y., Sharp, H., et al.: Interaction Design: Beyond Human Computer Interaction. Wiley, New York (2012)

    Google Scholar 

  • Rokach, L., Meisels, A., et al.: Anytime AHP method for preferences elicitation in stereotype-based recommender system. ICEIS. 2, 268–275 (2008)

    Google Scholar 

  • Rost, M., Bergstrand, F., et al.: Columbus: Physically exploring geo-tagged photos. UbiComp 2008, Seoul, South Korea (2008)

    Google Scholar 

  • Sadri, F.: Ambient intelligence: A survey. ACM Comput. Surv. 43(4), 36:1–36:66 (2011)

    Article  Google Scholar 

  • Salber, D., Dey, A.K., et al.: The context toolkit: Aiding the development of context-enabled applications. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems: The CHI is the Limit, ACM, Pittsburgh, Pennsylvania, USA (1999)

    Google Scholar 

  • Schilit, B., Adams, N., et al.: Context-aware computing applications. IEEE Workshop on Mobile Computing Systems and Applications, IEEE Computer Society, Santa Cruz, CA (1994)

    Google Scholar 

  • Schmidt, A., Aidoo, K.A., et al.: Advanced interaction in context. Proceedings of the 1st International Symposium on Handheld and Ubiquitous Computing, Springer, Karlsruhe, Germany (1999)

    Google Scholar 

  • Schmidt, A., Beigl, M., et al.: There is more to context than location. Comput. Graph. 23(6), 893–901 (1999)

    Article  Google Scholar 

  • Schuldt, C., Laptev, I., et al.: Recognizing human actions: A local SVM approach. International Conference on Pattern Recognition (ICPR) (2004)

    Google Scholar 

  • Schwinger, W., Grün, C., et al.: Context-awareness in mobile tourism guides. IOS. 3(2), 71–88 (2007)

    Google Scholar 

  • Seppänen, J., Huopaniemi, J.: Interactive and context-aware mobile music experiences. 11th International Conference on Digital Audio Effects (DAFx-08), Espoo, Finland (2008)

    Google Scholar 

  • Skubic, M., et al.: A smart home application to eldercare: Current status and lessons learned. Technol. Healthc. 17(3), 183–201 (2009)

    Google Scholar 

  • Sohn, T., Griswold, W.G., et al.: Experiences with place lab: An open source toolkit for location-aware computing. 28th International Conference on Software Engineering, Shanghai, China, ACM, New York (2006)

    Google Scholar 

  • Soldatos, J., Stamatis, K., et al.: Semantic web technologies for ubiquitous computing resource management in smart spaces. Int. J. Web Eng. Technol. 3(4), 353–373 (2007)

    Article  Google Scholar 

  • Stikic, M., Schiele, B.: Activity recognition from sparsely labeled data using multi-instance learning. In: Choudhary, T., Quigley, A., Strang, T., Suginuma, K. (eds.) Location and Context Awareness, pp. 156–173. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  • Strang, T., Popien, C.: A context modeling survey. Workshop on Advanced Context Modelling, Reasoning and Management as part of UbiComp 2004. The Sixth International Conference on Ubiquitous Computing, Nottingham/England (2004)

    Google Scholar 

  • Suchman, L.: Plans and Situated Actions: The Problem of Human-Machine Communication. Cambridge University Press, New York (1987)

    Google Scholar 

  • Tan, T.-H., Liu, T.-Y., et al.: Development and evaluation of an RFID-based ubiquitous learning environment for outdoor learning. Interact. Learn. Environ. 15(3), 253–269 (2007)

    Article  MathSciNet  Google Scholar 

  • Thyagaraju, G.S., Kulkarni, U.P.: Modeling user context for interactive context aware TV. IEEE International Conference on Computational Intelligence and Computing Research (ICCIC) (2010)

    Google Scholar 

  • Tsang, S.L., Clarke, S.: Mining user models for effective adaptation of context-aware applications. Int. J. Secur. Appl. 2(1), 214–221 (2008)

    Google Scholar 

  • Tullio, J., Goecks, J., et al.: Augmenting shared personal calendars. ACM Symposium on User Interface Software and Technology (UIST 2002), Paris, France (2002)

    Google Scholar 

  • Weiß, D., Helas, S., et al.: Context-aware adaptation of mobile multimedia presentations. First International DisCoTec Workshop on Context-aware Adaptation Mechanisms for Pervasive and Ubiquitous Services (CAMPUS) (2008)

    Google Scholar 

  • Wu, T.-T.: Utilizing analytic hierarchy process to support adaptive learning navigation in a ubiquitous learning environment. The 2008 International Conference on Business and Information (BAI2008), Seoul, South Korea (2008)

    Google Scholar 

  • Zhang, D., Adipat, B., et al.: User-centered Context-Aware Mobile Applications-The Next Generation of Personal Mobile Computing. Communications of AIS. Accepted for publication on Dec. 4, 2008 (2009)

    Google Scholar 

  • Zhu, J., Hong, J., et al.: Using Markov models for web site link prediction. Proceedings of the Thirteenth ACM Conference on Hypertext and Hypermedia, ACM, College Park, Maryland, USA (2002)

    Google Scholar 

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Mowafi, Y., Alazrai, R., Zmily, A. (2014). User-Centered Approaches to Context Awareness: Prospects and Challenges. In: Brézillon, P., Gonzalez, A. (eds) Context in Computing. Springer, New York, NY. https://doi.org/10.1007/978-1-4939-1887-4_15

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