Numerical Analysis, Optimization, Dimensionality Reduction, Curse Of Dimensionality, Reduced Order Modeling.
reduction of input parameter space. Thanks to the decomposition of the uncentered covariance matrix of the gradients of the function of interest with respect to the input parameters, AS is able to identify a rotation of the domain and a projection of the data onto the so called active subspace.