Ab Testing, Experiment, Data Science, Machine Learning.
allows us to see that the variance of this unbiased control variate will be minimized when θ is the following: All this can be codified in a few very simple lines of code: And here are the results: In our experimental setup, CUPED performs about the same as the linear covariate method. This method