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DiceDesign and DiceEval: Two R packages for design and analysis of computer experiments

Delphine Dupuy 1 Céline Helbert 2, 3, 4, 5 Jessica Franco 6
2 PSPM - Probabilités, statistique, physique mathématique
ICJ - Institut Camille Jordan [Villeurbanne]
5 ReDICE - The ReDICE Consortium
Mines Saint-Étienne MSE - École des Mines de Saint-Étienne, UCA - Université Côte d'Azur, IMT - Institut de Mathématiques de Toulouse UMR5219, University of Bern, Inria - Institut National de Recherche en Informatique et en Automatique, UNS - Université Nice Sophia Antipolis (... - 2019)
Abstract : This paper introduces two R packages available on the Comprehensive R Archive network. The main application concerns the study of computer code output. Package DiceDesign is dedicated to numerical design of experiments, from the construction to the study of the design properties. Package DiceEval deals with the fit, the validation and the comparison of metamodels. After a brief presentation of the context, we focus on the architecture of these two packages. A two-dimensional test function will be a running example to illustrate the main functionalities of these packages and an industrial case study in five dimensions will also be detailed.
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Submitted on : Tuesday, June 15, 2021 - 5:10:50 PM
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Delphine Dupuy, Céline Helbert, Jessica Franco. DiceDesign and DiceEval: Two R packages for design and analysis of computer experiments. Journal of Statistical Software, University of California, Los Angeles, 2015, 65 (11), ⟨10.18637/jss.v065.i11⟩. ⟨hal-02065877⟩



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