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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