What do we mean by the dimensionality of behavior?

Fuente: arXiv
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Autor principal: Bialek, William
Formato: Preprint
Publicado: 2020
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author Bialek, William
author_facet Bialek, William
contents There is 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 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 either of continuous trajectories or sequences of discrete states. This discussion also serves to isolate situations in which the dimensionality of behavior is effectively infinite. I conclude with some more general perspectives about the importance of quantitative phenomenology.
format Preprint
id arxiv_https___arxiv_org_abs_2008_09574
institution arXiv
publishDate 2020
record_format arxiv
spellingShingle What do we mean by the dimensionality of behavior?
Bialek, William
Neurons and Cognition
Statistical Mechanics
Quantitative Methods
There is 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 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 either of continuous trajectories or sequences of discrete states. This discussion also serves to isolate situations in which the dimensionality of behavior is effectively infinite. I conclude with some more general perspectives about the importance of quantitative phenomenology.
title What do we mean by the dimensionality of behavior?
topic Neurons and Cognition
Statistical Mechanics
Quantitative Methods
url https://arxiv.org/abs/2008.09574