Revealing neural correlates of behavior without behavioral measurements

Neuronal tuning is typically measured in response to a priori defined behavioural variables of interest. Here, the authors use an unsupervised learning approach to recover neuronal tuning with respect to the recorded network activity and show that this can reveal the relevant behavioural variables.

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Autores principales:	Alon Rubin, Liron Sheintuch, Noa Brande-Eilat, Or Pinchasof, Yoav Rechavi, Nitzan Geva, Yaniv Ziv
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2019
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/52bff245461b4ef69a8966b072828b31
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id	oai:doaj.org-article:52bff245461b4ef69a8966b072828b31
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spelling	oai:doaj.org-article:52bff245461b4ef69a8966b072828b312021-12-02T17:01:45ZRevealing neural correlates of behavior without behavioral measurements10.1038/s41467-019-12724-22041-1723https://doaj.org/article/52bff245461b4ef69a8966b072828b312019-10-01T00:00:00Zhttps://doi.org/10.1038/s41467-019-12724-2https://doaj.org/toc/2041-1723Neuronal tuning is typically measured in response to a priori defined behavioural variables of interest. Here, the authors use an unsupervised learning approach to recover neuronal tuning with respect to the recorded network activity and show that this can reveal the relevant behavioural variables.Alon RubinLiron SheintuchNoa Brande-EilatOr PinchasofYoav RechaviNitzan GevaYaniv ZivNature PortfolioarticleScienceQENNature Communications, Vol 10, Iss 1, Pp 1-14 (2019)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Alon Rubin Liron Sheintuch Noa Brande-Eilat Or Pinchasof Yoav Rechavi Nitzan Geva Yaniv Ziv Revealing neural correlates of behavior without behavioral measurements
description	Neuronal tuning is typically measured in response to a priori defined behavioural variables of interest. Here, the authors use an unsupervised learning approach to recover neuronal tuning with respect to the recorded network activity and show that this can reveal the relevant behavioural variables.
format	article
author	Alon Rubin Liron Sheintuch Noa Brande-Eilat Or Pinchasof Yoav Rechavi Nitzan Geva Yaniv Ziv
author_facet	Alon Rubin Liron Sheintuch Noa Brande-Eilat Or Pinchasof Yoav Rechavi Nitzan Geva Yaniv Ziv
author_sort	Alon Rubin
title	Revealing neural correlates of behavior without behavioral measurements
title_short	Revealing neural correlates of behavior without behavioral measurements
title_full	Revealing neural correlates of behavior without behavioral measurements
title_fullStr	Revealing neural correlates of behavior without behavioral measurements
title_full_unstemmed	Revealing neural correlates of behavior without behavioral measurements
title_sort	revealing neural correlates of behavior without behavioral measurements
publisher	Nature Portfolio
publishDate	2019
url	https://doaj.org/article/52bff245461b4ef69a8966b072828b31
work_keys_str_mv	AT alonrubin revealingneuralcorrelatesofbehaviorwithoutbehavioralmeasurements AT lironsheintuch revealingneuralcorrelatesofbehaviorwithoutbehavioralmeasurements AT noabrandeeilat revealingneuralcorrelatesofbehaviorwithoutbehavioralmeasurements AT orpinchasof revealingneuralcorrelatesofbehaviorwithoutbehavioralmeasurements AT yoavrechavi revealingneuralcorrelatesofbehaviorwithoutbehavioralmeasurements AT nitzangeva revealingneuralcorrelatesofbehaviorwithoutbehavioralmeasurements AT yanivziv revealingneuralcorrelatesofbehaviorwithoutbehavioralmeasurements
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Revealing neural correlates of behavior without behavioral measurements

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