Asymptotic Theory of Iterated Empirical Risk Minimization, with Applications to Active Learning

Hugo Cui, Yue M. Lu

We study a class of iterated empirical risk minimization (ERM) procedures in which two successive ERMs are performed on the same dataset, and the predictions of the first estimator…