New method reduces variance in estimating conditional expectations for better predictions.
The article discusses a method to estimate a conditional expectation efficiently. By using the generalized likelihood ratio method, the researchers express the conditional expectation as a ratio of two derivatives. This allows them to simplify the estimation process using ordinary expectations with indicator functions. Through simulations, they suggest ways to choose the right derivatives to improve the accuracy of the estimation.
