A computational model of cortico-striato-thalamic circuits in goal-directed behaviour


Şengör N. S. , Karabacak O., Steinmetz U.

18th International Conference on Artificial Neural Networks (ICANN 2008), Prague, Czech Republic, 3 - 06 September 2008, vol.5164, pp.328-330 identifier

  • Publication Type: Conference Paper / Full Text
  • Volume: 5164
  • City: Prague
  • Country: Czech Republic
  • Page Numbers: pp.328-330

Abstract

A connectionist model of cortico-striato-thalamic loops unifying ring learning and action selection is proposed. The aim in proposing the connectionist model is to develop a simple model revealing the mechanisms behind the cognitive process of goal directed behaviour rather than merely obtaining a model of neural Structures. In the proposed connectionist model, the action selection is realized by a non-linear dynamical system, while learning that modifies the action selection is realized similar to actor-critic model of reinforcement learning. The task of sequence learning is solved with the proposed model to make clear how the model can be implemented.