A hierarchical 3D-motion learning framework for animal spontaneous behavior mapping

Animal behavior usually has a hierarchical structure and dynamics. Here, the authors propose a parallel and multi-layered framework to learn the hierarchical dynamics and generate an objective metric to map the behaviour into the feature space.

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Autores principales:	Kang Huang, Yaning Han, Ke Chen, Hongli Pan, Gaoyang Zhao, Wenling Yi, Xiaoxi Li, Siyuan Liu, Pengfei Wei, Liping Wang
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2021
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/22d70b3eba9c46f58c59165575b32afc
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id	oai:doaj.org-article:22d70b3eba9c46f58c59165575b32afc
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spelling	oai:doaj.org-article:22d70b3eba9c46f58c59165575b32afc2021-12-02T17:15:21ZA hierarchical 3D-motion learning framework for animal spontaneous behavior mapping10.1038/s41467-021-22970-y2041-1723https://doaj.org/article/22d70b3eba9c46f58c59165575b32afc2021-05-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-22970-yhttps://doaj.org/toc/2041-1723Animal behavior usually has a hierarchical structure and dynamics. Here, the authors propose a parallel and multi-layered framework to learn the hierarchical dynamics and generate an objective metric to map the behaviour into the feature space.Kang HuangYaning HanKe ChenHongli PanGaoyang ZhaoWenling YiXiaoxi LiSiyuan LiuPengfei WeiLiping WangNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-14 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Kang Huang Yaning Han Ke Chen Hongli Pan Gaoyang Zhao Wenling Yi Xiaoxi Li Siyuan Liu Pengfei Wei Liping Wang A hierarchical 3D-motion learning framework for animal spontaneous behavior mapping
description	Animal behavior usually has a hierarchical structure and dynamics. Here, the authors propose a parallel and multi-layered framework to learn the hierarchical dynamics and generate an objective metric to map the behaviour into the feature space.
format	article
author	Kang Huang Yaning Han Ke Chen Hongli Pan Gaoyang Zhao Wenling Yi Xiaoxi Li Siyuan Liu Pengfei Wei Liping Wang
author_facet	Kang Huang Yaning Han Ke Chen Hongli Pan Gaoyang Zhao Wenling Yi Xiaoxi Li Siyuan Liu Pengfei Wei Liping Wang
author_sort	Kang Huang
title	A hierarchical 3D-motion learning framework for animal spontaneous behavior mapping
title_short	A hierarchical 3D-motion learning framework for animal spontaneous behavior mapping
title_full	A hierarchical 3D-motion learning framework for animal spontaneous behavior mapping
title_fullStr	A hierarchical 3D-motion learning framework for animal spontaneous behavior mapping
title_full_unstemmed	A hierarchical 3D-motion learning framework for animal spontaneous behavior mapping
title_sort	hierarchical 3d-motion learning framework for animal spontaneous behavior mapping
publisher	Nature Portfolio
publishDate	2021
url	https://doaj.org/article/22d70b3eba9c46f58c59165575b32afc
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A hierarchical 3D-motion learning framework for animal spontaneous behavior mapping

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