Computational models of motivated frontal function.

Basal ganglia Computational models Frontal cortex Goal-directed Motivation Reinforcement learning Working memory

Journal

Handbook of clinical neurology
ISSN: 0072-9752
Titre abrégé: Handb Clin Neurol
Pays: Netherlands
ID NLM: 0166161

Informations de publication

Date de publication:
2019
Historique:
entrez: 9 10 2019
pubmed: 9 10 2019
medline: 27 2 2020
Statut: ppublish

Résumé

Computational models of frontal function have made important contributions to understanding how the frontal lobes support a wide range of important functions, in their interactions with other brain areas including, critically, the basal ganglia (BG). We focus here on the specific case of how different frontal areas support goal-directed, motivated decision-making, by representing three essential types of information: possible plans of action (in more dorsal and lateral frontal areas), affectively significant outcomes of those action plans (in ventral, medial frontal areas including the orbital frontal cortex), and the overall utility of a given plan compared to other possible courses of action (in anterior cingulate cortex). Computational models of goal-directed action selection at multiple different levels of analysis provide insight into the nature of learning and processing in these areas and the relative contributions of the frontal cortex versus the BG. The most common neurologic disorders implicate these areas, and understanding their precise function and modes of dysfunction can contribute to the new field of computational psychiatry, within the broader field of computational neuroscience.

Identifiants

pubmed: 31590738
pii: B978-0-12-804281-6.00017-3
doi: 10.1016/B978-0-12-804281-6.00017-3
pii:
doi:

Types de publication

Journal Article Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

317-332

Informations de copyright

Copyright © 2019 Elsevier B.V. All rights reserved.

Auteurs

Randall C O'Reilly (RC)

Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States. Electronic address: randy.oreilly@colorado.edu.

Jacob Russin (J)

Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States.

Seth A Herd (SA)

Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States.

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Classifications MeSH