Cargando…

Neural population coding: combining insights from microscopic and mass signals

Behavior relies on the distributed and coordinated activity of neural populations. Population activity can be measured using multi-neuron recordings and neuroimaging. Neural recordings reveal how the heterogeneity, sparseness, timing, and correlation of population activity shape information processi...

Descripción completa

Detalles Bibliográficos
Autores principales: Panzeri, Stefano, Macke, Jakob H., Gross, Joachim, Kayser, Christoph
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4379382/
https://www.ncbi.nlm.nih.gov/pubmed/25670005
http://dx.doi.org/10.1016/j.tics.2015.01.002
_version_ 1782364176910385152
author Panzeri, Stefano
Macke, Jakob H.
Gross, Joachim
Kayser, Christoph
author_facet Panzeri, Stefano
Macke, Jakob H.
Gross, Joachim
Kayser, Christoph
author_sort Panzeri, Stefano
collection PubMed
description Behavior relies on the distributed and coordinated activity of neural populations. Population activity can be measured using multi-neuron recordings and neuroimaging. Neural recordings reveal how the heterogeneity, sparseness, timing, and correlation of population activity shape information processing in local networks, whereas neuroimaging shows how long-range coupling and brain states impact on local activity and perception. To obtain an integrated perspective on neural information processing we need to combine knowledge from both levels of investigation. We review recent progress of how neural recordings, neuroimaging, and computational approaches begin to elucidate how interactions between local neural population activity and large-scale dynamics shape the structure and coding capacity of local information representations, make them state-dependent, and control distributed populations that collectively shape behavior.
format Online
Article
Text
id pubmed-4379382
institution National Center for Biotechnology Information
language English
publishDate 2015
publisher Elsevier Science
record_format MEDLINE/PubMed
spelling pubmed-43793822015-04-03 Neural population coding: combining insights from microscopic and mass signals Panzeri, Stefano Macke, Jakob H. Gross, Joachim Kayser, Christoph Trends Cogn Sci Review Behavior relies on the distributed and coordinated activity of neural populations. Population activity can be measured using multi-neuron recordings and neuroimaging. Neural recordings reveal how the heterogeneity, sparseness, timing, and correlation of population activity shape information processing in local networks, whereas neuroimaging shows how long-range coupling and brain states impact on local activity and perception. To obtain an integrated perspective on neural information processing we need to combine knowledge from both levels of investigation. We review recent progress of how neural recordings, neuroimaging, and computational approaches begin to elucidate how interactions between local neural population activity and large-scale dynamics shape the structure and coding capacity of local information representations, make them state-dependent, and control distributed populations that collectively shape behavior. Elsevier Science 2015-03 /pmc/articles/PMC4379382/ /pubmed/25670005 http://dx.doi.org/10.1016/j.tics.2015.01.002 Text en © 2015 The Authors. Published by Elsevier Ltd. http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Panzeri, Stefano
Macke, Jakob H.
Gross, Joachim
Kayser, Christoph
Neural population coding: combining insights from microscopic and mass signals
title Neural population coding: combining insights from microscopic and mass signals
title_full Neural population coding: combining insights from microscopic and mass signals
title_fullStr Neural population coding: combining insights from microscopic and mass signals
title_full_unstemmed Neural population coding: combining insights from microscopic and mass signals
title_short Neural population coding: combining insights from microscopic and mass signals
title_sort neural population coding: combining insights from microscopic and mass signals
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4379382/
https://www.ncbi.nlm.nih.gov/pubmed/25670005
http://dx.doi.org/10.1016/j.tics.2015.01.002
work_keys_str_mv AT panzeristefano neuralpopulationcodingcombininginsightsfrommicroscopicandmasssignals
AT mackejakobh neuralpopulationcodingcombininginsightsfrommicroscopicandmasssignals
AT grossjoachim neuralpopulationcodingcombininginsightsfrommicroscopicandmasssignals
AT kayserchristoph neuralpopulationcodingcombininginsightsfrommicroscopicandmasssignals