Abstract: Abstract. Estimating failure probability is a key task in the field of uncertainty quantification. In this domain, importance sampling has proven to be an effective estimation strategy; however, its efficiency heavily ...

Abstract: In recent years, identification of nonlinear dynamical systems from data has become increasingly popular. Sparse regression approaches, such as sparse identification of nonlinear dynamics (SINDy), fostered the development ...