Literature DB >> 29061095

Choosing the choice: Reflections on modelling decisions and behaviour in demographic agent-based models.

Jonathan Gray1, Jason Hilton1, Jakub Bijak1.   

Abstract

This paper investigates the issues associated with choosing appropriate models of choice for demographic agent-based models. In particular, we discuss the importance of context, time preference, and dealing with uncertainty in decision modelling, as well as the heterogeneity between agents in their decision-making strategies. The paper concludes by advocating empirically driven, modular, and multi-model approaches to designing simulations of human decision-making, given the lack of an agreed strategy for dealing with any of these issues. Furthermore, we suggest that an iterative process of data collection and simulation experiments, with the latter informing future empirical data collection, should form the basis of such an endeavour. The discussion is illustrated with reference to selected demographic agent-based models, with a focus on migration.

Entities:  

Keywords:  agent heterogeneity; decision models; demographic methods; social influence; social simulation; time; uncertainty

Mesh:

Year:  2017        PMID: 29061095     DOI: 10.1080/00324728.2017.1350280

Source DB:  PubMed          Journal:  Popul Stud (Camb)        ISSN: 0032-4728


  1 in total

Review 1.  Anticipating sea-level rise and human migration: A review of empirical evidence and avenues for future research.

Authors:  Sem J Duijndam; Wouter J W Botzen; Liselotte C Hagedoorn; Jeroen C J H Aerts
Journal:  Wiley Interdiscip Rev Clim Change       Date:  2021-11-12       Impact factor: 10.072

  1 in total

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