Limitations on Variance-Reduction and Acceleration Schemes for Finite Sum Optimization.

Published in: CoRR (2017)

Keyphrases

variance reduction
gradient estimation
sample size
monte carlo
confidence intervals
importance sampling
random numbers
bias variance decomposition
trade off
quasi monte carlo