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Generation of synthetic populations in social simulations : a review of methods and practices

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dc.creator /Chapuis, Kevin
dc.creator /Taillandier, Patrick
dc.creator /Drogoul, Alexis
dc.date 2022
dc.date.accessioned 2022-10-14T18:38:30Z
dc.date.available 2022-10-14T18:38:30Z
dc.identifier https://www.documentation.ird.fr/hor/fdi:010084768
dc.identifier oai:ird.fr:fdi:010084768
dc.identifier Chapuis Kevin, Taillandier Patrick, Drogoul Alexis. Generation of synthetic populations in social simulations : a review of methods and practices. 2022, 25 (2), p. 6 [23 p.]
dc.identifier.uri https://biblioteca-repositorio.clacso.edu.ar/handle/CLACSO/169932
dc.description To build realistic models of social systems, designers of agent-based models tend to incorporate a considerable amount of data, which influence the model outcomes. Data concerning the attributes of social agents, which compose synthetic populations, are particularly important but usually difficult to collect and therefore use in simulations. In this paper, we have reviewed state of the art methodologies and theories for building realistic synthetic populations for agent-based simulation models and practices in social simulations. We also highlight the discrepancies between theory and practice and outline the challenges in bridging this gap through a quantitative and narrative review of work published in JASSS between 2011 and 2021. Finally, we present several recommendations that could help modellers adopt best practices for synthetic population generation.
dc.language EN
dc.subject Synthetic Population
dc.subject Agent-Based Simulation
dc.subject Model Initialization
dc.subject Data-Driven Social Simulation
dc.title Generation of synthetic populations in social simulations : a review of methods and practices
dc.type text


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