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The Effects of Pooling on Spike Train Correlations

Neurons integrate inputs from thousands of afferents. Similarly, some experimental techniques record the pooled activity of large populations of cells. When cells in these populations are correlated, the correlation coefficient between the collective activity of two subpopulations is typically much...

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Detalles Bibliográficos
Autores principales: Rosenbaum, Robert, Trousdale, James, Josić, Krešimir
Formato: Texto
Lenguaje:English
Publicado: Frontiers Research Foundation 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3096837/
https://www.ncbi.nlm.nih.gov/pubmed/21687787
http://dx.doi.org/10.3389/fnins.2011.00058
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author Rosenbaum, Robert
Trousdale, James
Josić, Krešimir
author_facet Rosenbaum, Robert
Trousdale, James
Josić, Krešimir
author_sort Rosenbaum, Robert
collection PubMed
description Neurons integrate inputs from thousands of afferents. Similarly, some experimental techniques record the pooled activity of large populations of cells. When cells in these populations are correlated, the correlation coefficient between the collective activity of two subpopulations is typically much larger than the correlation coefficient between individual cells: The act of pooling individual cell signals amplifies correlations. We give an overview of this phenomenon and present several implications. In particular, we show that pooling leads to synchronization in feedforward networks and that it can amplify and otherwise distort correlations between recorded signals.
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spelling pubmed-30968372011-06-16 The Effects of Pooling on Spike Train Correlations Rosenbaum, Robert Trousdale, James Josić, Krešimir Front Neurosci Neuroscience Neurons integrate inputs from thousands of afferents. Similarly, some experimental techniques record the pooled activity of large populations of cells. When cells in these populations are correlated, the correlation coefficient between the collective activity of two subpopulations is typically much larger than the correlation coefficient between individual cells: The act of pooling individual cell signals amplifies correlations. We give an overview of this phenomenon and present several implications. In particular, we show that pooling leads to synchronization in feedforward networks and that it can amplify and otherwise distort correlations between recorded signals. Frontiers Research Foundation 2011-04-28 /pmc/articles/PMC3096837/ /pubmed/21687787 http://dx.doi.org/10.3389/fnins.2011.00058 Text en Copyright © 2011 Rosenbaum, Trousdale and Josić. 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
Rosenbaum, Robert
Trousdale, James
Josić, Krešimir
The Effects of Pooling on Spike Train Correlations
title The Effects of Pooling on Spike Train Correlations
title_full The Effects of Pooling on Spike Train Correlations
title_fullStr The Effects of Pooling on Spike Train Correlations
title_full_unstemmed The Effects of Pooling on Spike Train Correlations
title_short The Effects of Pooling on Spike Train Correlations
title_sort effects of pooling on spike train correlations
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3096837/
https://www.ncbi.nlm.nih.gov/pubmed/21687787
http://dx.doi.org/10.3389/fnins.2011.00058
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