On the sample complexity of the active subspace method

Fabio Nobile, Matteo Raviola, Raúl Tempone

Active subspaces identify low-dimensional linear structure in high-dimensional parameter-to-output maps by estimating the dominant eigenspace of a gradient covariance operator. In…