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Some Work and Some Play: Microscopic and Macroscopic Approaches to Labor and Leisure

Given the option, humans and other animals elect to distribute their time between work and leisure, rather than choosing all of one and none of the other. Traditional accounts of partial allocation have characterised behavior on a macroscopic timescale, reporting and studying the mean times spent in...

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Detalles Bibliográficos
Autores principales: Niyogi, Ritwik K., Shizgal, Peter, Dayan, Peter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4256012/
https://www.ncbi.nlm.nih.gov/pubmed/25474151
http://dx.doi.org/10.1371/journal.pcbi.1003894
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author Niyogi, Ritwik K.
Shizgal, Peter
Dayan, Peter
author_facet Niyogi, Ritwik K.
Shizgal, Peter
Dayan, Peter
author_sort Niyogi, Ritwik K.
collection PubMed
description Given the option, humans and other animals elect to distribute their time between work and leisure, rather than choosing all of one and none of the other. Traditional accounts of partial allocation have characterised behavior on a macroscopic timescale, reporting and studying the mean times spent in work or leisure. However, averaging over the more microscopic processes that govern choices is known to pose tricky theoretical problems, and also eschews any possibility of direct contact with the neural computations involved. We develop a microscopic framework, formalized as a semi-Markov decision process with possibly stochastic choices, in which subjects approximately maximise their expected returns by making momentary commitments to one or other activity. We show macroscopic utilities that arise from microscopic ones, and demonstrate how facets such as imperfect substitutability can arise in a more straightforward microscopic manner.
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spelling pubmed-42560122014-12-11 Some Work and Some Play: Microscopic and Macroscopic Approaches to Labor and Leisure Niyogi, Ritwik K. Shizgal, Peter Dayan, Peter PLoS Comput Biol Research Article Given the option, humans and other animals elect to distribute their time between work and leisure, rather than choosing all of one and none of the other. Traditional accounts of partial allocation have characterised behavior on a macroscopic timescale, reporting and studying the mean times spent in work or leisure. However, averaging over the more microscopic processes that govern choices is known to pose tricky theoretical problems, and also eschews any possibility of direct contact with the neural computations involved. We develop a microscopic framework, formalized as a semi-Markov decision process with possibly stochastic choices, in which subjects approximately maximise their expected returns by making momentary commitments to one or other activity. We show macroscopic utilities that arise from microscopic ones, and demonstrate how facets such as imperfect substitutability can arise in a more straightforward microscopic manner. Public Library of Science 2014-12-04 /pmc/articles/PMC4256012/ /pubmed/25474151 http://dx.doi.org/10.1371/journal.pcbi.1003894 Text en © 2014 Niyogi et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Niyogi, Ritwik K.
Shizgal, Peter
Dayan, Peter
Some Work and Some Play: Microscopic and Macroscopic Approaches to Labor and Leisure
title Some Work and Some Play: Microscopic and Macroscopic Approaches to Labor and Leisure
title_full Some Work and Some Play: Microscopic and Macroscopic Approaches to Labor and Leisure
title_fullStr Some Work and Some Play: Microscopic and Macroscopic Approaches to Labor and Leisure
title_full_unstemmed Some Work and Some Play: Microscopic and Macroscopic Approaches to Labor and Leisure
title_short Some Work and Some Play: Microscopic and Macroscopic Approaches to Labor and Leisure
title_sort some work and some play: microscopic and macroscopic approaches to labor and leisure
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4256012/
https://www.ncbi.nlm.nih.gov/pubmed/25474151
http://dx.doi.org/10.1371/journal.pcbi.1003894
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