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Decision-Making in Agent-Based Models of Migration: State of the Art and Challenges
We review agent-based models (ABM) of human migration with respect to their decision-making rules. The most prominent behavioural theories used as decision rules are the random utility theory, as implemented in the discrete choice model, and the theory of planned behaviour. We identify the critical...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4803816/ https://www.ncbi.nlm.nih.gov/pubmed/27069292 http://dx.doi.org/10.1007/s10680-015-9362-0 |
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author | Klabunde, Anna Willekens, Frans |
author_facet | Klabunde, Anna Willekens, Frans |
author_sort | Klabunde, Anna |
collection | PubMed |
description | We review agent-based models (ABM) of human migration with respect to their decision-making rules. The most prominent behavioural theories used as decision rules are the random utility theory, as implemented in the discrete choice model, and the theory of planned behaviour. We identify the critical choices that must be made in developing an ABM, namely the modelling of decision processes and social networks. We also discuss two challenges that hamper the widespread use of ABM in the study of migration and, more broadly, demography and the social sciences: (a) the choice and the operationalisation of a behavioural theory (decision-making and social interaction) and (b) the selection of empirical evidence to validate the model. We offer advice on how these challenges might be overcome. |
format | Online Article Text |
id | pubmed-4803816 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-48038162016-04-09 Decision-Making in Agent-Based Models of Migration: State of the Art and Challenges Klabunde, Anna Willekens, Frans Eur J Popul Article We review agent-based models (ABM) of human migration with respect to their decision-making rules. The most prominent behavioural theories used as decision rules are the random utility theory, as implemented in the discrete choice model, and the theory of planned behaviour. We identify the critical choices that must be made in developing an ABM, namely the modelling of decision processes and social networks. We also discuss two challenges that hamper the widespread use of ABM in the study of migration and, more broadly, demography and the social sciences: (a) the choice and the operationalisation of a behavioural theory (decision-making and social interaction) and (b) the selection of empirical evidence to validate the model. We offer advice on how these challenges might be overcome. Springer Netherlands 2016-02-15 /pmc/articles/PMC4803816/ /pubmed/27069292 http://dx.doi.org/10.1007/s10680-015-9362-0 Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Article Klabunde, Anna Willekens, Frans Decision-Making in Agent-Based Models of Migration: State of the Art and Challenges |
title | Decision-Making in Agent-Based Models of Migration: State of the Art and Challenges |
title_full | Decision-Making in Agent-Based Models of Migration: State of the Art and Challenges |
title_fullStr | Decision-Making in Agent-Based Models of Migration: State of the Art and Challenges |
title_full_unstemmed | Decision-Making in Agent-Based Models of Migration: State of the Art and Challenges |
title_short | Decision-Making in Agent-Based Models of Migration: State of the Art and Challenges |
title_sort | decision-making in agent-based models of migration: state of the art and challenges |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4803816/ https://www.ncbi.nlm.nih.gov/pubmed/27069292 http://dx.doi.org/10.1007/s10680-015-9362-0 |
work_keys_str_mv | AT klabundeanna decisionmakinginagentbasedmodelsofmigrationstateoftheartandchallenges AT willekensfrans decisionmakinginagentbasedmodelsofmigrationstateoftheartandchallenges |