90 citations · 90 across the 2 of their papers we have counts for
2 papers
stat.ML2022
A Priori Denoising Strategies for Sparse Identification of Nonlinear Dynamical Systems: A Comparative Study
Alexandre Cortiella, Kwang-Chun Park, Alireza Doostan
In recent years, identification of nonlinear dynamical systems from data has become increasingly popular. Sparse regression approaches, such as Sparse Identification of Nonlinear D…
stat.ML2020★ 90 cited
Sparse Identification of Nonlinear Dynamical Systems via Reweighted -regularized Least Squares
Alexandre Cortiella, Kwang-Chun Park, Alireza Doostan
This work proposes an iterative sparse-regularized regression method to recover governing equations of nonlinear dynamical systems from noisy state measurements. The method is insp…