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A computational neuromotor model of the role of basal ganglia and hippocampus in spatial navigation
Date Issued
08-11-2010
Author(s)
Sukumar, Deepika
Indian Institute of Technology, Madras
Abstract
A computational model of the Basal Ganglia and the Hippocampus as key players in solving a navigation task is presented. The roles played by the above-mentioned neural substrates in navigation are demonstrated by an exploration task performed by a model rat in a simulated Morris Water Maze. To highlight the role of hippocampus in navigation, the agent is made to adopt a context-based navigation strategy. To demonstrate the role of BG in navigation, the agent is made to adopt a visual cue-based navigation strategy. The models are developed based on "actor-critic" architecture and trained using reinforcement learning. The above two models are integrated into a complete model which incorporates the above two forms of navigation. © 2010 Springer-Verlag Berlin Heidelberg.
Volume
6353 LNCS