Independent component analysis forms place cells in realistic robot simulations

  • Authors:
  • Bálint Takács;András Lrincz

  • Affiliations:
  • Eötvös Loránd University, Budapest, Pázmány Péter sétány 1/C, Hungary H-1117;Eötvös Loránd University, Budapest, Pázmány Péter sétány 1/C, Hungary H-1117

  • Venue:
  • Neurocomputing
  • Year:
  • 2006

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Abstract

It has been argued that the processing of sensory information in the entorhinal-hippocampal loop involves independent component analysis (ICA) on temporally concatenated inputs. Here, we demonstrate that ICA in a realistic robot simulation on a U-shaped track forms place fields similar to those found in rat experiments in vivo.