Numerical Analysis, Optimization, Dimensionality Reduction, Curse Of Dimensionality, Reduced Order Modeling.
Order Methods (ROMs) [1, 2] play an important role in the creation of accurate and fast computational pipeline to evaluate surrogates. They allow to solve complex parametric problems, but high dimensional parameter spaces still represent a challenge. Nowadays, the problem is even more emphasized