Bootstrap SGD: Algorithmic Stability and Robustness

Andreas Christmann, Yunwen Lei

In this paper some methods to use the empirical bootstrap approach for stochastic gradient descent (SGD) to minimize the empirical risk over a separable Hilbert space are investiga…