$\mathcal{H}$-Consistency Estimation Error of Surrogate Loss Minimizers

Pranjal Awasthi, Anqi Mao, Mehryar Mohri +1

We present a detailed study of estimation errors in terms of surrogate loss estimation errors. We refer to such guarantees as $\mathcal{H}$-consistency estimation error bounds, sin…