The formation of habits: A computational model mixing reinforcement learning and Hebbian learning

Meropi Topalidou 1, 2, 3 Camille Piron 1 Daisuke Kaise 1 Thomas Boraud 1 Nicolas P. Rougier 1, 2, 3
3 Mnemosyne - Mnemonic Synergy
LaBRI - Laboratoire Bordelais de Recherche en Informatique, Inria Bordeaux - Sud-Ouest, IMN - Institut des Maladies Neurodégénératives [Bordeaux]
Abstract : If basal ganglia are widely accepted to participate in the high-level cognitive function of decision-making, their role is less clear regarding the formation of habits. One of the hardest problem is to understand how goal-directed actions are transformed into habitual responses, or, said differently, how an animal can shift from an action-outcome (A-O) system to a stimulus-response (S-R) one while keeping a consistent behaviour?
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Submitted on : Thursday, May 28, 2015 - 11:30:54 AM
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Meropi Topalidou, Camille Piron, Daisuke Kaise, Thomas Boraud, Nicolas P. Rougier. The formation of habits: A computational model mixing reinforcement learning and Hebbian learning. The Multi-disciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2015), Jun 2015, Edmonton, Canada. ⟨hal-01156484⟩

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