Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1782347523924426752 |
---|---|
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. |
format | Online Article Text |
id | pubmed-4256012 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT niyogiritwikk someworkandsomeplaymicroscopicandmacroscopicapproachestolaborandleisure AT shizgalpeter someworkandsomeplaymicroscopicandmacroscopicapproachestolaborandleisure AT dayanpeter someworkandsomeplaymicroscopicandmacroscopicapproachestolaborandleisure |