Scalable Control Variates for Monte Carlo Methods via Stochastic Optimization

Shijing Si, Chris. J. Oates, Andrew B. Duncan +2

Control variates are a well-established tool to reduce the variance of Monte Carlo estimators. However, for large-scale problems including high-dimensional and large-sample setting…