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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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National Academy of Sciences
2022
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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 |
collection | PubMed |
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. |
format | Online Article Text |
id | pubmed-9170048 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT bialekwilliam onthedimensionalityofbehavior |