Sam Rosen

OKRidge: Scalable Optimal k-Sparse Ridge Regression

We consider an important problem in scientific discovery, namely identifying sparse governing equations for nonlinear dynamical systems. This involves solving sparse ridge regression problems to provable optimality in order to determine which terms drive the underlying dynamics. We propose a fast al…