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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 and...

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Detalles Bibliográficos
Autores principales: McDonnell, Mark D., Abbott, Derek
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2660436/
https://www.ncbi.nlm.nih.gov/pubmed/19562010
http://dx.doi.org/10.1371/journal.pcbi.1000348
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author McDonnell, Mark D.
Abbott, Derek
author_facet McDonnell, Mark D.
Abbott, Derek
author_sort McDonnell, Mark D.
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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.
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spelling pubmed-26604362009-06-26 What Is Stochastic Resonance? Definitions, Misconceptions, Debates, and Its Relevance to Biology McDonnell, Mark D. Abbott, Derek PLoS Comput Biol Review 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. Public Library of Science 2009-05-29 /pmc/articles/PMC2660436/ /pubmed/19562010 http://dx.doi.org/10.1371/journal.pcbi.1000348 Text en McDonnell, Abbott. 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 Review
McDonnell, Mark D.
Abbott, Derek
What Is Stochastic Resonance? Definitions, Misconceptions, Debates, and Its Relevance to Biology
title 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_short 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
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2660436/
https://www.ncbi.nlm.nih.gov/pubmed/19562010
http://dx.doi.org/10.1371/journal.pcbi.1000348
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