Faris Chaudhry

Explicit Bounds on Hoffman Constants for Sparse Polyhedral Regularizers

Hoffman constants quantify the distance to the solution set of a polyhedral system in terms of its residual; they control error bounds, geometric conditioning, the convergence rate of first-order iterative algorithms, and the stability of regression estimators to target perturbations. Despite their importance, explicit...