Gradient-Based Sensitivity Analysis with Kernels

Emulation of computer experiments via surrogate models can be difficult when the number of input parameters determining the simulation grows any greater than a few dozen. In this dissertation, we explore dimension reduction in the context of computer experiments. The active subspace method is a line...

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Bibliographic Details
Main Author: Wycoff, Nathan Benjamin
Other Authors: Statistics
Format: Others
Published: Virginia Tech 2021
Subjects:
Online Access:http://hdl.handle.net/10919/104683