适应性平均随机梯度下降法在逻辑回归中局部强凸性上的应用

Mar, 2013

Adaptivity of averaged stochastic gradient descent to local strong convexity for logistic regression

Francis Bach

TL;DR该论文研究了带平均的随机梯度方法在监督学习问题中的应用，证明了该方法具有自适应性和较高的收敛率。

Abstract

In this paper, we consider supervised learning problems such as logistic regression and study the stochastic gradient method with averagin