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Hippocampal model of rat spatial abilities using temporal difference learning

Foster, DJ; Morris, RGM; Dayan, P; (1998) Hippocampal model of rat spatial abilities using temporal difference learning. In: Jordan, MI and Kearns, MJ and Solla, SA, (eds.) ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 10. (pp. 145 - 151). M I T PRESS

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Abstract

We provide a model of the standard watermaze task, and of a more challenging task involving novel platform locations, in which rats exhibit one-trial learning after a few days of training. The model uses hippocampal place cells to support reinforcement learning, and also, in an integrated manner, to build and use allocentric coordinates.

Type:Proceedings paper
Title:Hippocampal model of rat spatial abilities using temporal difference learning
Event:11th Annual Conference on Neural Information Processing Systems (NIPS)
Location:DENVER, CO
Dates:1997-12-01 - 1997-12-06
ISBN:0-262-10076-2
UCL classification:UCL > School of Life and Medical Sciences > Faculty of Life Sciences > Gatsby Computational Neuroscience Unit

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