What is Validation of Computer Simulations? Toward a Clarification of the Concept of Validation and of Related Notions
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Description
This chapter clarifies the concept of validation of computer simulations by comparing various definitions that have been proposed for the notion. While the definitions agree in taking validation to be an evaluation, they differ on the following questions: 1. What exactly is evaluated – results from a computer simulation, a model, a computer code? 2. What are the standards of evaluation – truth, accuracy and credibility or also something else? 3. What type of verdict does validation lead to – that the simulation is such and such good, or that it passes a test defined by a pre-defined threshold? 4. How strong needs the case to be for the verdict? 5. Does validation necessarily proceed by comparing simulation outputs with measured data? Along with the questions, the chapter explains notions that figure prominently in them, e.g. the concepts of accuracy and credibility. It further discusses natural answers to the questions as well as arguments that speak in favor and against these answers. The aim is to obtain a better understanding of the options we have for defining validation and how they are related to each other.
Date of Publication
2019-04
Publication Type
Book Section
Keyword(s)
Evaluation · Model · Code · Truth · Accuracy · Credibility · Adequate
representation · Adequacy for purpose · Explanation · Data-driven validation · Test
representation · Adequacy for purpose · Explanation · Data-driven validation · Test
Language(s)
en
Editor(s)
Beisbart, Claus | |
Saam, Nicole J. |
Additional Credits
Publisher
Springer
ISSN
2195-2817
ISBN
978-3-319-70766-2
Access(Rights)
restricted