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Variability of Neuronal Responses: Types and Functional Significance in Neuroplasticity and Neural Darwinism

HIGHLIGHTS: We suggest classifying variability of neuronal responses as follows: false (associated with a lack of knowledge about the influential factors), “genuine harmful” (noise), “genuine neutral” (synonyms, repeats), and “genuine useful” (the basis of neuroplasticity and learning). The genuine...

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Autores principales: Chervyakov, Alexander V., Sinitsyn, Dmitry O., Piradov, Michael A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5122744/
https://www.ncbi.nlm.nih.gov/pubmed/27932969
http://dx.doi.org/10.3389/fnhum.2016.00603
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author Chervyakov, Alexander V.
Sinitsyn, Dmitry O.
Piradov, Michael A.
author_facet Chervyakov, Alexander V.
Sinitsyn, Dmitry O.
Piradov, Michael A.
author_sort Chervyakov, Alexander V.
collection PubMed
description HIGHLIGHTS: We suggest classifying variability of neuronal responses as follows: false (associated with a lack of knowledge about the influential factors), “genuine harmful” (noise), “genuine neutral” (synonyms, repeats), and “genuine useful” (the basis of neuroplasticity and learning). The genuine neutral variability is considered in terms of the phenomenon of degeneracy. Of particular importance is the genuine useful variability that is considered as a potential basis for neuroplasticity and learning. This type of variability is considered in terms of the neural Darwinism theory. In many cases, neural signals detected under the same external experimental conditions significantly change from trial to trial. The variability phenomenon, which complicates extraction of reproducible results and is ignored in many studies by averaging, has attracted attention of researchers in recent years. In this paper, we classify possible types of variability based on its functional significance and describe features of each type. We describe the key adaptive significance of variability at the neural network level and the degeneracy phenomenon that may be important for learning processes in connection with the principle of neuronal group selection.
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spelling pubmed-51227442016-12-08 Variability of Neuronal Responses: Types and Functional Significance in Neuroplasticity and Neural Darwinism Chervyakov, Alexander V. Sinitsyn, Dmitry O. Piradov, Michael A. Front Hum Neurosci Neuroscience HIGHLIGHTS: We suggest classifying variability of neuronal responses as follows: false (associated with a lack of knowledge about the influential factors), “genuine harmful” (noise), “genuine neutral” (synonyms, repeats), and “genuine useful” (the basis of neuroplasticity and learning). The genuine neutral variability is considered in terms of the phenomenon of degeneracy. Of particular importance is the genuine useful variability that is considered as a potential basis for neuroplasticity and learning. This type of variability is considered in terms of the neural Darwinism theory. In many cases, neural signals detected under the same external experimental conditions significantly change from trial to trial. The variability phenomenon, which complicates extraction of reproducible results and is ignored in many studies by averaging, has attracted attention of researchers in recent years. In this paper, we classify possible types of variability based on its functional significance and describe features of each type. We describe the key adaptive significance of variability at the neural network level and the degeneracy phenomenon that may be important for learning processes in connection with the principle of neuronal group selection. Frontiers Media S.A. 2016-11-25 /pmc/articles/PMC5122744/ /pubmed/27932969 http://dx.doi.org/10.3389/fnhum.2016.00603 Text en Copyright © 2016 Chervyakov, Sinitsyn and Piradov. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Chervyakov, Alexander V.
Sinitsyn, Dmitry O.
Piradov, Michael A.
Variability of Neuronal Responses: Types and Functional Significance in Neuroplasticity and Neural Darwinism
title Variability of Neuronal Responses: Types and Functional Significance in Neuroplasticity and Neural Darwinism
title_full Variability of Neuronal Responses: Types and Functional Significance in Neuroplasticity and Neural Darwinism
title_fullStr Variability of Neuronal Responses: Types and Functional Significance in Neuroplasticity and Neural Darwinism
title_full_unstemmed Variability of Neuronal Responses: Types and Functional Significance in Neuroplasticity and Neural Darwinism
title_short Variability of Neuronal Responses: Types and Functional Significance in Neuroplasticity and Neural Darwinism
title_sort variability of neuronal responses: types and functional significance in neuroplasticity and neural darwinism
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5122744/
https://www.ncbi.nlm.nih.gov/pubmed/27932969
http://dx.doi.org/10.3389/fnhum.2016.00603
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