1.6k citations · 2.9k across the 36 of their papers we have counts for
Showing 2021 · stat.MEShow all
2 papers · 2 filters
stat.ME2021★ 4 cited
Optimal Covariate Balancing Conditions in Propensity Score Estimation
Jianqing Fan, Kosuke Imai, Inbeom Lee +3
Inverse probability of treatment weighting (IPTW) is a popular method for estimating the average treatment effect (ATE). However, empirical studies show that the IPTW estimators ca…
stat.ME2021★ 5 cited
Estimating Average Treatment Effects with Support Vector Machines
Alexander Tarr, Kosuke Imai
Support vector machine (SVM) is one of the most popular classification algorithms in the machine learning literature. We demonstrate that SVM can be used to balance covariates and…