Neural active manifolds: nonlinear dimensionality reduction for uncertainty quantification

Andrea Zanoni, Gianluca Geraci, Matteo Salvador +2

We present a new approach for nonlinear dimensionality reduction, specifically designed for computationally expensive mathematical models. We leverage autoencoders to discover a on…