What is stochastic resonance? Definitions, misconceptions, debates, and its relevance to biology.

Stochastic resonance is said to be observed when increases in levels of unpredictable fluctuations--e.g., random noise--cause an increase in a metric of the quality of signal transmission or detection performance, rather than a decrease. This counterintuitive effect relies on system nonlinearities a...

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Autores principales: Mark D McDonnell, Derek Abbott
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Publicado: Public Library of Science (PLoS) 2009
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Acceso en línea:https://doaj.org/article/475059b2fd304e9eae6e0946a2281aa1
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spelling oai:doaj.org-article:475059b2fd304e9eae6e0946a2281aa12021-11-25T05:42:22ZWhat is stochastic resonance? Definitions, misconceptions, debates, and its relevance to biology.1553-734X1553-735810.1371/journal.pcbi.1000348https://doaj.org/article/475059b2fd304e9eae6e0946a2281aa12009-05-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/19562010/pdf/?tool=EBIhttps://doaj.org/toc/1553-734Xhttps://doaj.org/toc/1553-7358Stochastic resonance is said to be observed when increases in levels of unpredictable fluctuations--e.g., random noise--cause an increase in a metric of the quality of signal transmission or detection performance, rather than a decrease. This counterintuitive effect relies on system nonlinearities and on some parameter ranges being "suboptimal". Stochastic resonance has been observed, quantified, and described in a plethora of physical and biological systems, including neurons. Being a topic of widespread multidisciplinary interest, the definition of stochastic resonance has evolved significantly over the last decade or so, leading to a number of debates, misunderstandings, and controversies. Perhaps the most important debate is whether the brain has evolved to utilize random noise in vivo, as part of the "neural code". Surprisingly, this debate has been for the most part ignored by neuroscientists, despite much indirect evidence of a positive role for noise in the brain. We explore some of the reasons for this and argue why it would be more surprising if the brain did not exploit randomness provided by noise--via stochastic resonance or otherwise--than if it did. We also challenge neuroscientists and biologists, both computational and experimental, to embrace a very broad definition of stochastic resonance in terms of signal-processing "noise benefits", and to devise experiments aimed at verifying that random variability can play a functional role in the brain, nervous system, or other areas of biology.Mark D McDonnellDerek AbbottPublic Library of Science (PLoS)articleBiology (General)QH301-705.5ENPLoS Computational Biology, Vol 5, Iss 5, p e1000348 (2009)
institution DOAJ
collection DOAJ
language EN
topic Biology (General)
QH301-705.5
spellingShingle Biology (General)
QH301-705.5
Mark D McDonnell
Derek Abbott
What is stochastic resonance? Definitions, misconceptions, debates, and its relevance to biology.
description Stochastic resonance is said to be observed when increases in levels of unpredictable fluctuations--e.g., random noise--cause an increase in a metric of the quality of signal transmission or detection performance, rather than a decrease. This counterintuitive effect relies on system nonlinearities and on some parameter ranges being "suboptimal". Stochastic resonance has been observed, quantified, and described in a plethora of physical and biological systems, including neurons. Being a topic of widespread multidisciplinary interest, the definition of stochastic resonance has evolved significantly over the last decade or so, leading to a number of debates, misunderstandings, and controversies. Perhaps the most important debate is whether the brain has evolved to utilize random noise in vivo, as part of the "neural code". Surprisingly, this debate has been for the most part ignored by neuroscientists, despite much indirect evidence of a positive role for noise in the brain. We explore some of the reasons for this and argue why it would be more surprising if the brain did not exploit randomness provided by noise--via stochastic resonance or otherwise--than if it did. We also challenge neuroscientists and biologists, both computational and experimental, to embrace a very broad definition of stochastic resonance in terms of signal-processing "noise benefits", and to devise experiments aimed at verifying that random variability can play a functional role in the brain, nervous system, or other areas of biology.
format article
author Mark D McDonnell
Derek Abbott
author_facet Mark D McDonnell
Derek Abbott
author_sort Mark D McDonnell
title What is stochastic resonance? Definitions, misconceptions, debates, and its relevance to biology.
title_short What is stochastic resonance? Definitions, misconceptions, debates, and its relevance to biology.
title_full What is stochastic resonance? Definitions, misconceptions, debates, and its relevance to biology.
title_fullStr What is stochastic resonance? Definitions, misconceptions, debates, and its relevance to biology.
title_full_unstemmed What is stochastic resonance? Definitions, misconceptions, debates, and its relevance to biology.
title_sort what is stochastic resonance? definitions, misconceptions, debates, and its relevance to biology.
publisher Public Library of Science (PLoS)
publishDate 2009
url https://doaj.org/article/475059b2fd304e9eae6e0946a2281aa1
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