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How to relate models to reality? An epistemological framework for the validation and verification of computational models

Claudius Graebner ()
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Claudius Graebner: Institute for Institutional and Innovation Economics (iino), University of Bremen, Germany, https://claudius-graebner.com/

Authors registered in the RePEc Author Service: Claudius Gräbner ()

No 63, ICAE Working Papers from Johannes Kepler University, Institute for Comprehensive Analysis of the Economy

Abstract: Agent-based simulations have become increasingly prominent in various disciplines. This trend is to be appreciated, but it comes with challenges: while there are more and more standards for design, verification, validation, and presentation of the models, the various meta-theoretical strategies of how the models should be related to reality often remain implicit. Differences in the epistemological foundations of models makes it, however, difficult to relate distinct models to each other. This paper suggests an epistemological framework that helps to make explicit how one wishes to generate knowledge about reality by the means of one's model and that helps to relate models to each other. Because the interpretation of a model is strongly connected to the activities of model verification and validation, I embed these two activities into the framework and clarify their respective epistemological roles. Finally, I show how this meta-theoretical framework aligns well with recently proposed framework for model presentation and evaluation.

Keywords: Agent-based modelling; epistemology; models; validation; verification (search for similar items in EconPapers)
Pages: 16 pages
Date: 2017-06
New Economics Papers: this item is included in nep-cmp and nep-hme
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Journal Article: How to Relate Models to Reality? An Epistemological Framework for the Validation and Verification of Computational Models (2018) Downloads
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