• DocumentCode
    586566
  • Title

    Nurturing promotes the evolution of learning in uncertain environments

  • Author

    Eskridge, B.E. ; Hougen, Dean F.

  • Author_Institution
    CSNE Dept., Southern Nazarene Univ., Bethany, OK, USA
  • fYear
    2012
  • fDate
    7-9 Nov. 2012
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Adapting to a changing and uncertain environment is vital for the long-term success of individuals, whether they are biological or artificial. While learning can be powerful in the adaptation process, a lack of understanding exists in the factors that promote or inhibit its evolution. Nurturing is widely thought to be a contributing factor, if not a requirement, for high levels of learning. In the study described here, we investigated how nurturing contributes to the evolution of learning in uncertain environments using a simple, biologically inspired evolutionary simulation. The simulation predicts that the two models of nurturing used here, nurturing as social learning and nurturing as a means of safe exploration, both promote the evolution of learning in uncertain environments in which learning would otherwise not be a viable strategy. The results also indicate that nurturing is also a factor in improving fitness in environments in which learning is already viable.
  • Keywords
    evolutionary computation; learning (artificial intelligence); adaptation process; contributing factor; learning evolution; safe exploration; simple biologically inspired evolutionary simulation; uncertain environments; Biological information theory; Biological system modeling; Evolution (biology); Reliability; Sociology; Statistics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Development and Learning and Epigenetic Robotics (ICDL), 2012 IEEE International Conference on
  • Conference_Location
    San Diego, CA
  • Print_ISBN
    978-1-4673-4964-2
  • Electronic_ISBN
    978-1-4673-4963-5
  • Type

    conf

  • DOI
    10.1109/DevLrn.2012.6400847
  • Filename
    6400847