Extending classical surrogate modeling to high dimensions through supervised dimensionality reduction: A data-driven approach

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Author
Lataniotis, Christoscc
Marelli, Stefanocc
Sudret, Brunocc
Date
2020
Type
    Journal Article
Publication status
published
External links
Journal / series
International Journal for Uncertainty Quantification
Volume
10(1)
Pages / Article No.
55 - 82
Publisher
Begell House
Subject
dimensionality reduction; surrogate modeling; Kriging; Polynomial chaos expansions; kernel principal component analysis (PCA)
Organisational unit
03962 - Sudret, Bruno / Sudret, Bruno  
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