Learning User Preferences in Ubiquitous Systems: A User Study and a Reinforcement Learning Approach

Conference object English OPEN
Zaidenberg , Sofia; Reignier , Patrick; Mandran , Nadine; (2010)
  • Publisher: Springer
  • Related identifiers: doi: 10.1007/978-3-642-16239-8_44
  • Subject: Ambient Intelligence | Personnal Assistant | [ INFO.INFO-IU ] Computer Science [cs]/Ubiquitous Computing | User Study | Context-aware Computing | Reinforcement Learning

International audience; Our study concerns a virtual assistant, proposing services to the user based on its current perceived activity and situation (ambient intelligence). Instead of asking the user to define his preferences, we acquire them automatically using a reinf... View more
  • References (21)
    21 references, page 1 of 3

    1. Maes, P.: Agents that reduce work and information overload. Commun. ACM 37(7) (July 1994) 30-40

    2. Dey, A.K., Abowd, G.D.: The context toolkit: Aiding the development of contextaware applications. In: The Workshop on Software Engineering for Wearable and Pervasive Computing, Limerick, Ireland (June 2000)

    3. Chen, H., Finin, T., Joshi, A.: A context broker for building smart meeting rooms. In: Proceedings of AAAI Spring Symposium, Stanford, California, AAAI Press, Menlo Park, CA (2004) 53-60

    4. Chen, H., Finin, T., Joshi, A.: An ontology for context-aware pervasive computing environments. Special Issue on Ontologies for Distributed Systems, Knowledge Engineering Review 18(3) (2004) 197-207

    5. Assad, M., Carmichael, D., Kay, J., Kummerfeld, B.: PersonisAD: Distributed, active, scrutable model framework for context-aware services. In LaMarca, A., Langheinrich, M., Truong, K.N., eds.: Proceedings of PERVASIVE 2007. Volume 4480 of Lecture Notes in Computer Science., Springer (2007) 55 - 72

    6. Byun, H.E., Cheverst, K.: Exploiting user models and context-awareness to support personal daily activities. In: Workshop in UM2001 on User Modeling for ContextAware Applications. (2001)

    7. Godoy, D., Amandi, A.: User profiling for web page filtering. Internet Computing, IEEE 9(4) (2005) 56-64

    8. Ducatel, K., Bogdanowicz, M., Scapolo, F., Leijten, J., Burgelman, J.C.: Scenarios for ambient intelligence in 2010. Technical report, ISTAG (2001)

    9. Doctor, F., Hagras, H., Callaghan, V.: An intelligent fuzzy agent approach for realising ambient intelligence in intelligent inhabited environments. In: IEEE Tr on Systems, Man and Cybernetics, Part A. Volume 35. (2005) 55-65

    10. Weiser, M.: The computer for the 21st century. Scientific American 265(3) (1991) 66-75

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