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A function approximation algorithm using multilevel active subspaces

Published in ArXiv.org • Jan 22, 2025
NobleIDNI1P57W87R40S84
Authors:
Fabio Nobile
,
Matteo Raviola
,
Raúl Tempone

Abstract

The Active Subspace (AS) method is a widely used technique for identifying the most influential directions in high-dimensional input spaces that affect the output of a computational model. The standard AS algorithm requires a sufficient number of gradient evaluations (samples) of the input output ma...

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