Optimal convex $M$-estimation via score matching

Oliver Y. Feng, Yu-Chun Kao, Min Xu +1

In the context of linear regression, we construct a data-driven convex loss function with respect to which empirical risk minimisation yields optimal asymptotic variance in the dow…