Robust Learning of Trimmed Estimators via Manifold Sampling

Matt Menickelly, Stefan M. Wild

We adapt a manifold sampling algorithm for the nonsmooth, nonconvex formulations of learning that arise when imposing robustness to outliers present in the training data. We demons…