• DocumentCode
    1836361
  • Title

    Marginal self-organization: a model of the role of executive processes in learning

  • Author

    Viviani, Roberto

  • Author_Institution
    Dept. of Psychiatry, Ulm Univ., Germany
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    228
  • Lastpage
    232
  • Abstract
    We explore the application of principles derived from statistical learning theory to model the role of executive processes in cognitive learning. We formulate a model of learning that brings together into a computationally coherent whole a number of empirical observations that in the existing literature have not been systematically related to each other. These observations concern the form of cortical map plasticity during learning, the phenomena associated with hyperacuity in humans, and, on the executive side, the experimental demonstration of the existence of a signal generated by conflict in a decision task.
  • Keywords
    cognitive systems; learning (artificial intelligence); pattern classification; psychology; self-organising feature maps; cognitive learning; cortical map plasticity; empirical observations; executive processes; hyperacuity; marginal self-organization; statistical learning theory; Biological information theory; Biological system modeling; Kernel; Neuroplasticity; Quantization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Development and Learning, 2002. Proceedings. The 2nd International Conference on
  • Print_ISBN
    0-7695-1459-6
  • Type

    conf

  • DOI
    10.1109/DEVLRN.2002.1011877
  • Filename
    1011877