151 citations · 277 across the 8 of their papers we have counts for
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stat.ML2018★ 12 cited
A Unified Framework for Sparse Relaxed Regularized Regression: SR3
Peng Zheng, Travis Askham, Steven L. Brunton +2
Regularized regression problems are ubiquitous in statistical modeling, signal processing, and machine learning. Sparse regression in particular has been instrumental in scientific…
physics.data-an2018★ 151 cited
Sparse Identification of Nonlinear Dynamics for Rapid Model Recovery
Markus Quade, Markus Abel, J. Nathan Kutz +1
Big data has become a critically enabling component of emerging mathematical methods aimed at the automated discovery of dynamical systems, where first principles modeling may be i…