Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Klabunde, Anna, Willekens, Frans
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2016
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
_version_ 1782422912303628288
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