Niyogi, Ritwik K, Shizgal, Peter and Dayan, Peter (2014) Some work and some play: microscopic and macroscopic approaches to labor and leisure. PLoS Computational Biology, 10 (12). e1003894.
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Abstract
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.
Divisions: | Concordia University > Faculty of Arts and Science > Psychology Concordia University > Research Units > Centre for Studies in Behavioural Neurobiology |
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Item Type: | Article |
Refereed: | Yes |
Authors: | Niyogi, Ritwik K and Shizgal, Peter and Dayan, Peter |
Journal or Publication: | PLoS Computational Biology |
Date: | December 2014 |
Funders: |
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ID Code: | 980114 |
Deposited By: | Peter Shizgal |
Deposited On: | 25 Jun 2015 15:41 |
Last Modified: | 18 Jan 2018 17:50 |
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