• DocumentCode
    1567823
  • Title

    Reward-predictive value in learning-related hippocampal neural activity

  • Author

    Okatan, M. ; Komorowski, R. ; Eichenbaum, H.B.

  • Author_Institution
    Center for Memory & Brain, Boston Univ., Boston, MA
  • fYear
    2009
  • Firstpage
    1
  • Lastpage
    2
  • Abstract
    We use point process likelihood models to explain the spiking activity of individual hippocampal pyramidal neurons as a function of task-relevant covariates and their temporal difference (TD) reward-predictive value during reinforcement learning. Our results suggest that CA1 and CA3 neurons may signal information about the reward-predictive value of task-relevant signals pertinent to the acquisition of behavioral strategies that maximize reward, with more CA1 but not CA3 neurons doing so during novel versus familiar experiences.
  • Keywords
    behavioural sciences; brain models; cellular biophysics; cognition; covariance analysis; maximum likelihood estimation; neurophysiology; CA1 neurons; CA3 neurons; behavioral strategies; learning-related hippocampal neural activity; process likelihood model; reinforcement learning; spiking activity; task-relevant covariates; temporal difference reward-predictive value; Brain modeling; Error correction; Hippocampus; Iterative algorithms; Machine learning; Machine learning algorithms; Neurons; Prediction algorithms; Time measurement; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioengineering Conference, 2009 IEEE 35th Annual Northeast
  • Conference_Location
    Boston, MA
  • Print_ISBN
    978-1-4244-4362-8
  • Electronic_ISBN
    978-1-4244-4364-2
  • Type

    conf

  • DOI
    10.1109/NEBC.2009.4967723
  • Filename
    4967723