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math.DS2020★ 34 cited
PySINDy: A Python package for the Sparse Identification of Nonlinear Dynamics from Data
Brian M. de Silva, Kathleen Champion, Markus Quade +3
PySINDy is a Python package for the discovery of governing dynamical systems models from data. In particular, PySINDy provides tools for applying the sparse identification of nonli…
math.DS2018
Discovery of Nonlinear Multiscale Systems: Sampling Strategies and Embeddings
Kathleen Champion, Steven L. Brunton, J. Nathan Kutz
A major challenge in the study of dynamical systems is that of model discovery: turning data into models that are not just predictive, but provide insight into the nature of the un…