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On the dimensionality of behavior

There is a growing effort in the “physics of behavior” that aims at complete quantitative characterization of animal movements under more complex, naturalistic conditions. One reaction to the resulting explosion of high-dimensional data is the search for low-dimensional structure. Here I try to defi...

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Detalles Bibliográficos
Autor principal: Bialek, William
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9170048/
https://www.ncbi.nlm.nih.gov/pubmed/35486689
http://dx.doi.org/10.1073/pnas.2021860119
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author Bialek, William
author_facet Bialek, William
author_sort Bialek, William
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description There is a growing effort in the “physics of behavior” that aims at complete quantitative characterization of animal movements under more complex, naturalistic conditions. One reaction to the resulting explosion of high-dimensional data is the search for low-dimensional structure. Here I try to define more clearly what we mean by the dimensionality of behavior, where observable behavior may consist of either continuous trajectories or sequences of discrete states. This discussion also serves to isolate situations in which the dimensionality of behavior is effectively infinite.
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spelling pubmed-91700482022-06-07 On the dimensionality of behavior Bialek, William Proc Natl Acad Sci U S A Physical Sciences There is a growing effort in the “physics of behavior” that aims at complete quantitative characterization of animal movements under more complex, naturalistic conditions. One reaction to the resulting explosion of high-dimensional data is the search for low-dimensional structure. Here I try to define more clearly what we mean by the dimensionality of behavior, where observable behavior may consist of either continuous trajectories or sequences of discrete states. This discussion also serves to isolate situations in which the dimensionality of behavior is effectively infinite. National Academy of Sciences 2022-04-29 2022-05-03 /pmc/articles/PMC9170048/ /pubmed/35486689 http://dx.doi.org/10.1073/pnas.2021860119 Text en Copyright © 2022 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by/4.0/This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY) (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Physical Sciences
Bialek, William
On the dimensionality of behavior
title On the dimensionality of behavior
title_full On the dimensionality of behavior
title_fullStr On the dimensionality of behavior
title_full_unstemmed On the dimensionality of behavior
title_short On the dimensionality of behavior
title_sort on the dimensionality of behavior
topic Physical Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9170048/
https://www.ncbi.nlm.nih.gov/pubmed/35486689
http://dx.doi.org/10.1073/pnas.2021860119
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