Numerical Analysis, Optimization, Dimensionality Reduction, Curse Of Dimensionality, Reduced Order Modeling.
a particular distance metric induced by the global active subspace. In this way the clusters align transversally to the global AS and are able to capture local variations along the global inactive direction. Below we present an illustrative example where we consider a bidimensional function