A new analytical approach to consistency and overfitting in regularized empirical risk minimization

Nicolas Garcia Trillos, Ryan Murray

This work considers the problem of binary classification: given training data $x_1,\dots ,x_n$ from a certain population, together with associated labels $y_1,\dots, y_n \in \left…