Infinite-Dimensional Sparse Learning in Linear System Identification

no code implementations • 28 Mar 2022 • Mingzhou Yin, Mehmet Tolga Akan, Andrea Iannelli, Roy S. Smith

Atomic norm regularization decomposes the transfer function into first-order atomic models and solves a group lasso problem that selects a sparse set of poles and identifies the corresponding coefficients.

Sparse Learning