Numerical Analysis, Optimization, Dimensionality Reduction, Curse Of Dimensionality, Reduced Order Modeling.
Parameter space reduction [8] is a crucial aspect to fight the curse of dimensionality, which means that the complexity of the algorithms grows exponentially with the dimension of the input space. Active subspaces method has emerged as a reliable and explainable technique for linear dimensionality