• DocumentCode
    2019337
  • Title

    Properties for efficient demonstrations to a socially guided intrinsically motivated learner

  • Author

    Nguyen, Sao Mai ; Oudeyer, Pierre-Yves

  • Author_Institution
    INRIA, ENSTA ParisTech, Paris, France
  • fYear
    2012
  • fDate
    9-13 Sept. 2012
  • Firstpage
    614
  • Lastpage
    620
  • Abstract
    The combination of learning by intrinsic motivation and social learning has been shown to improve the learner´s performance and gain precision over a wider range of motor skills, with for instance the SGIM-D learning algorithm [1]. Nevertheless, this bootstrapping a-priori depends on the demonstrations made by the teacher. We propose in this paper to examine this dependence: to what extend the quality of the demonstrations can influence the learning performance, and which are the characteristics of a good demonstrator. Results on a fishing experiment highlights the importance of the difficulty of the demonstrated tasks, as well as the structure of the actions demonstrated.
  • Keywords
    learning by example; learning systems; robots; SGIM-D learning algorithm; bootstrapping a-priori; developmental robotics; fishing experiment; learner performance; learning performance; motor skills; social learning; socially guided intrinsically motivated learner; teacher demonstration; Benchmark testing; Context; Humans; Joints; Optimization; Robots; Space exploration;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    RO-MAN, 2012 IEEE
  • Conference_Location
    Paris
  • ISSN
    1944-9445
  • Print_ISBN
    978-1-4673-4604-7
  • Electronic_ISBN
    1944-9445
  • Type

    conf

  • DOI
    10.1109/ROMAN.2012.6343819
  • Filename
    6343819