Generalization Error Bounds with Probabilistic Guarantee for SGD in Nonconvex Optimization.

Yi Zhou Yingbin Liang Huishuai Zhang

Published in: CoRR (2018)

Keyphrases

generalization error bounds
global optimization
optimization problems
stochastic gradient descent
probabilistic model
nonlinear programming
convex optimization
least squares
uniform distribution
special case