A Framework for Sample Efficient Interval Estimation with Control Variates

Shengjia Zhao, Christopher Yeh, Stefano Ermon

Abstract: We consider the problem of estimating confidence intervals for the mean of a random variable, where the goal is to produce the smallest possible interval for a given number of samples. While minima...