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

Meropi Topalidou; Camille Piron; Daisuke Kaise; Thomas Boraud; Nicolas P. Rougier

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}

1 IMN - Institut des Maladies Neurodégénératives [Bordeaux]

2 LaBRI - Laboratoire Bordelais de Recherche en Informatique

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?

Keywords : Reinforcement Learning Hebbian learning Habits Decision Making

Document type :

Poster communications

Domain :

Computer Science [cs]

Life Sciences [q-bio] / Neurons and Cognition [q-bio.NC]

Complete list of metadatas

https://hal.inria.fr/hal-01156484
Contributor : Meropi Topalidou <>
Submitted on : Thursday, May 28, 2015 - 11:30:54 AM
Last modification on : Friday, May 10, 2019 - 5:30:09 PM
Long-term archiving on : Monday, April 24, 2017 - 3:44:14 PM

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