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Estimating the Amount of Information Conveyed by a Population of Neurons
Recent technological advances have made the simultaneous recording of the activity of many neurons common. However, estimating the amount of information conveyed by the discharge of a neural population remains a significant challenge. Here we describe our recently published analysis method that assi...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Research Foundation
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3139929/ https://www.ncbi.nlm.nih.gov/pubmed/21811435 http://dx.doi.org/10.3389/fnins.2011.00090 |
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author | Crumiller, Marshall Knight, Bruce Yu, Yunguo Kaplan, Ehud |
author_facet | Crumiller, Marshall Knight, Bruce Yu, Yunguo Kaplan, Ehud |
author_sort | Crumiller, Marshall |
collection | PubMed |
description | Recent technological advances have made the simultaneous recording of the activity of many neurons common. However, estimating the amount of information conveyed by the discharge of a neural population remains a significant challenge. Here we describe our recently published analysis method that assists in such estimates. We describe the key concepts and assumptions on which the method is based, illustrate its use with data from both simulated and real neurons recorded from the lateral geniculate nucleus of a monkey, and show how it can be used to calculate redundancy and synergy among neuronal groups. |
format | Online Article Text |
id | pubmed-3139929 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Frontiers Research Foundation |
record_format | MEDLINE/PubMed |
spelling | pubmed-31399292011-08-02 Estimating the Amount of Information Conveyed by a Population of Neurons Crumiller, Marshall Knight, Bruce Yu, Yunguo Kaplan, Ehud Front Neurosci Neuroscience Recent technological advances have made the simultaneous recording of the activity of many neurons common. However, estimating the amount of information conveyed by the discharge of a neural population remains a significant challenge. Here we describe our recently published analysis method that assists in such estimates. We describe the key concepts and assumptions on which the method is based, illustrate its use with data from both simulated and real neurons recorded from the lateral geniculate nucleus of a monkey, and show how it can be used to calculate redundancy and synergy among neuronal groups. Frontiers Research Foundation 2011-07-15 /pmc/articles/PMC3139929/ /pubmed/21811435 http://dx.doi.org/10.3389/fnins.2011.00090 Text en Copyright © 2011 Crumiller, Knight, Yu and Kaplan. http://www.frontiersin.org/licenseagreement This is an open-access article subject to a non-exclusive license between the authors and Frontiers Media SA, which permits use, distribution and reproduction in other forums, provided the original authors and source are credited and other Frontiers conditions are complied with. |
spellingShingle | Neuroscience Crumiller, Marshall Knight, Bruce Yu, Yunguo Kaplan, Ehud Estimating the Amount of Information Conveyed by a Population of Neurons |
title | Estimating the Amount of Information Conveyed by a Population of Neurons |
title_full | Estimating the Amount of Information Conveyed by a Population of Neurons |
title_fullStr | Estimating the Amount of Information Conveyed by a Population of Neurons |
title_full_unstemmed | Estimating the Amount of Information Conveyed by a Population of Neurons |
title_short | Estimating the Amount of Information Conveyed by a Population of Neurons |
title_sort | estimating the amount of information conveyed by a population of neurons |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3139929/ https://www.ncbi.nlm.nih.gov/pubmed/21811435 http://dx.doi.org/10.3389/fnins.2011.00090 |
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