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Decision-Making in Agent-Based Models of Migration: State of the Art and Challenges

机译:基于代理的迁移模型中的决策:最新进展和挑战

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摘要

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.
机译:我们根据其决策规则来审查基于代理的人类迁移模型(ABM)。用作决策规则的最突出的行为理论是在离散选择模型中实施的随机效用理论和计划行为理论。我们确定开发ABM时必须做出的关键选择,即决策流程和社交网络的建模。我们还将讨论两个挑战,这些挑战阻碍了ABM在移民研究以及更广泛的人口统计学和社会科学研究中的广泛使用:(a)行为理论(决策制定和社会互动)的选择和实施;以及( b)选择经验证据来验证模型。我们提供有关如何克服这些挑战的建议。

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