The complexities of agent-based modeling output analysis

Ju-Sung Lee, Tatiana Filatova, Arika Ligmann-Zielinska, Behrooz Hassani-Mahmooei, Forrest Stonedahl, Iris Lorscheid, Alexey Voinov, J. Gareth Polhill, Zhanli Sun and Dawn Parker

EconStor Open Access Articles and Book Chapters, 2015, vol. 18, issue 4

Abstract: The proliferation of agent-based models (ABMs) in recent decades has motivated model practitioners to improve the transparency, replicability, and trust in results derived from ABMs. The complexity of ABMs has risen in stride with advances in computing power and resources, resulting in larger models with complex interactions and learning and whose outputs are often high-dimensional and require sophisticated analytical approaches. Similarly, the increasing use of data and dynamics in ABMs has further enhanced the complexity of their outputs. In this article, we offer an overview of the state-of-the-art approaches in analyzing and reporting ABM outputs highlighting challenges and outstanding issues. In particular, we examine issues surrounding variance stability (in connection with determination of appropriate number of runs and hypothesis testing), sensitivity analysis, spatio-temporal analysis, visualization, and effective communication of all these to non-technical audiences, such as various stakeholders.

Keywords: agent-based modeling; methodologies; statistical test; sensitivity analysis; spatio-temporal heterogeneity; visualization (search for similar items in EconPapers)
Date: 2015
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Citations: View citations in EconPapers (55)

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Journal Article: The Complexities of Agent-Based Modeling Output Analysis (2015)
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Persistent link: https://EconPapers.repec.org/RePEc:zbw:espost:230635

DOI: 10.18564/jasss.2897

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