78 citations · 104 across the 7 of their papers we have counts for
7 papers
Machine Learning for Variance Reduction in Online Experiments
Yongyi Guo, Dominic Coey, Mikael Konutgan +3
We consider the problem of variance reduction in randomized controlled trials, through the use of covariates correlated with the outcome but independent of the treatment. We propos…
Network experimentation at scale
Brian Karrer, Liang Shi, Monica Bhole +5
We describe our framework, deployed at Facebook, that accounts for interference between experimental units through cluster-randomized experiments. We document this system, includin…
Matching on What Matters: A Pseudo-Metric Learning Approach to Matching Estimation in High Dimensions
Gentry Johnson, Brian Quistorff, Matt Goldman
When pre-processing observational data via matching, we seek to approximate each unit with maximally similar peers that had an alternative treatment status--essentially replicating…
Pricing Engine: Estimating Causal Impacts in Real World Business Settings
Matt Goldman, Brian Quistorff
We introduce the Pricing Engine package to enable the use of Double ML estimation techniques in general panel data settings. Customization allows the user to specify first-stage mo…
Comparing distributions by multiple testing across quantiles or CDF values
Matt Goldman, David M. Kaplan
When comparing two distributions, it is often helpful to learn at which quantiles or values there is a statistically significant difference. This provides more information than the…
Fractional order statistic approximation for nonparametric conditional quantile inference
Matt Goldman, David M. Kaplan
Using and extending fractional order statistic theory, we characterize the coverage probability error of the previously proposed confidence intervals for population qua…
Optimal Strategy in Basketball
Brian Skinner, Matthew Goldman
This book chapter reviews some of the major principles associated with optimal strategy in basketball. In particular, we consider the principles of allocative efficiency (optimal a…