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Do Basal Ganglia Amplify Willed Action by Stochastic Resonance? A Model

Basal ganglia are usually attributed a role in facilitating willed action, which is found to be impaired in Parkinson's disease, a pathology of basal ganglia. We hypothesize that basal ganglia possess the machinery to amplify will signals, presumably weak, by stochastic resonance. Recently we p...

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Autor principal: Chakravarthy, V. Srinivasa
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3841152/
https://www.ncbi.nlm.nih.gov/pubmed/24302984
http://dx.doi.org/10.1371/journal.pone.0075657
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author Chakravarthy, V. Srinivasa
author_facet Chakravarthy, V. Srinivasa
author_sort Chakravarthy, V. Srinivasa
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description Basal ganglia are usually attributed a role in facilitating willed action, which is found to be impaired in Parkinson's disease, a pathology of basal ganglia. We hypothesize that basal ganglia possess the machinery to amplify will signals, presumably weak, by stochastic resonance. Recently we proposed a computational model of Parkinsonian reaching, in which the contributions from basal ganglia aid the motor cortex in learning to reach. The model was cast in reinforcement learning framework. We now show that the above basal ganglia computational model has all the ingredients of stochastic resonance process. In the proposed computational model, we consider the problem of moving an arm from a rest position to a target position: the two positions correspond to two extrema of the value function. A single kick (a half-wave of sinusoid, of sufficiently low amplitude) given to the system in resting position, succeeds in taking the system to the target position, with high probability, only at a critical noise level. But for suboptimal noise levels, the model arm's movements resemble Parkinsonian movement symptoms like akinetic rigidity (low noise) and dyskinesias (high noise).
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spelling pubmed-38411522013-12-03 Do Basal Ganglia Amplify Willed Action by Stochastic Resonance? A Model Chakravarthy, V. Srinivasa PLoS One Research Article Basal ganglia are usually attributed a role in facilitating willed action, which is found to be impaired in Parkinson's disease, a pathology of basal ganglia. We hypothesize that basal ganglia possess the machinery to amplify will signals, presumably weak, by stochastic resonance. Recently we proposed a computational model of Parkinsonian reaching, in which the contributions from basal ganglia aid the motor cortex in learning to reach. The model was cast in reinforcement learning framework. We now show that the above basal ganglia computational model has all the ingredients of stochastic resonance process. In the proposed computational model, we consider the problem of moving an arm from a rest position to a target position: the two positions correspond to two extrema of the value function. A single kick (a half-wave of sinusoid, of sufficiently low amplitude) given to the system in resting position, succeeds in taking the system to the target position, with high probability, only at a critical noise level. But for suboptimal noise levels, the model arm's movements resemble Parkinsonian movement symptoms like akinetic rigidity (low noise) and dyskinesias (high noise). Public Library of Science 2013-11-26 /pmc/articles/PMC3841152/ /pubmed/24302984 http://dx.doi.org/10.1371/journal.pone.0075657 Text en © 2013 V. Srinivasa Chakravarthy http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Chakravarthy, V. Srinivasa
Do Basal Ganglia Amplify Willed Action by Stochastic Resonance? A Model
title Do Basal Ganglia Amplify Willed Action by Stochastic Resonance? A Model
title_full Do Basal Ganglia Amplify Willed Action by Stochastic Resonance? A Model
title_fullStr Do Basal Ganglia Amplify Willed Action by Stochastic Resonance? A Model
title_full_unstemmed Do Basal Ganglia Amplify Willed Action by Stochastic Resonance? A Model
title_short Do Basal Ganglia Amplify Willed Action by Stochastic Resonance? A Model
title_sort do basal ganglia amplify willed action by stochastic resonance? a model
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3841152/
https://www.ncbi.nlm.nih.gov/pubmed/24302984
http://dx.doi.org/10.1371/journal.pone.0075657
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