A Multidimensional Data-Driven Sparse Identification Technique: The Sparse Proper Generalized Decomposition

Sparse model identification by means of data is especially cumbersome if the sought dynamics live in a high dimensional space. This usually involves the need for large amount of data, unfeasible in such a high dimensional settings. This well-known phenomenon, coined as the curse of dimensionality, i... View More