An orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability
To explain the neural correlates of behavior and its variability, one must analyze single-trial population dynamics. Here, the authors develop a statistical method that extracts low-dimensional dynamics that explain behavior better than high-dimensional neural activity revealing unexpected structure...
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Nature Portfolio
2019
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oai:doaj.org-article:4354c31399954a5585f1a74a123f387f2021-12-02T15:35:59ZAn orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability10.1038/s41467-018-08141-62041-1723https://doaj.org/article/4354c31399954a5585f1a74a123f387f2019-01-01T00:00:00Zhttps://doi.org/10.1038/s41467-018-08141-6https://doaj.org/toc/2041-1723To explain the neural correlates of behavior and its variability, one must analyze single-trial population dynamics. Here, the authors develop a statistical method that extracts low-dimensional dynamics that explain behavior better than high-dimensional neural activity revealing unexpected structure.Ziqiang WeiHidehiko InagakiNuo LiKarel SvobodaShaul DruckmannNature PortfolioarticleScienceQENNature Communications, Vol 10, Iss 1, Pp 1-14 (2019) |
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Science Q Ziqiang Wei Hidehiko Inagaki Nuo Li Karel Svoboda Shaul Druckmann An orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability |
description |
To explain the neural correlates of behavior and its variability, one must analyze single-trial population dynamics. Here, the authors develop a statistical method that extracts low-dimensional dynamics that explain behavior better than high-dimensional neural activity revealing unexpected structure. |
format |
article |
author |
Ziqiang Wei Hidehiko Inagaki Nuo Li Karel Svoboda Shaul Druckmann |
author_facet |
Ziqiang Wei Hidehiko Inagaki Nuo Li Karel Svoboda Shaul Druckmann |
author_sort |
Ziqiang Wei |
title |
An orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability |
title_short |
An orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability |
title_full |
An orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability |
title_fullStr |
An orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability |
title_full_unstemmed |
An orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability |
title_sort |
orderly single-trial organization of population dynamics in premotor cortex predicts behavioral variability |
publisher |
Nature Portfolio |
publishDate |
2019 |
url |
https://doaj.org/article/4354c31399954a5585f1a74a123f387f |
work_keys_str_mv |
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1718386348221530112 |