17 citations · 18 across the 3 of their papers we have counts for
4 papers
Doubly Robust Semiparametric Difference-in-Differences Estimators with High-Dimensional Data
Yang Ning, Sida Peng, Jing Tao
This paper proposes a doubly robust two-stage semiparametric difference-in-difference estimator for estimating heterogeneous treatment effects with high-dimensional data. Our new e…
Regression Discontinuity Design under Self-selection
Sida Peng, Yang Ning
In Regression Discontinuity (RD) design, self-selection leads to different distributions of covariates on two sides of the policy intervention, which essentially violates the conti…
Heterogeneous Endogenous Effects in Networks
Sida Peng
This paper proposes a new method to identify leaders and followers in a network. Prior works use spatial autoregression models (SARs) which implicitly assume that each individual i…
Robust Estimation of Causal Effects via High-Dimensional Covariate Balancing Propensity Score
Yang Ning, Sida Peng, Kosuke Imai
In this paper, we propose a robust method to estimate the average treatment effects in observational studies when the number of potential confounders is possibly much greater than…