The statistical complexity of early-stopped mirror descent

Recently there has been a surge of interest in understanding implicit regularization properties of iterative gradient-based optimization algorithms. In this paper, we study the statistical guarantees on the excess risk achieved by early-stopped unconstrained mirror descent algorithms applied to the...

وصف كامل

التفاصيل البيبلوغرافية
المؤلفون الرئيسيون: Vaškevičius, T, Kanade, V, Rebeschini, P
التنسيق: Journal article
اللغة:English
منشور في: Neural Information Processing Systems Foundation, Inc. 2020