activity
20142023
most citedBalancing Covariates via Propensity Score Weighting

970 citations · 1.5k across the 39 of their papers we have counts for

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Showing 2020Show all

7 papers · 1 filter

stat.AP2020★ 1 cited

swdpwr: A SAS Macro and An R Package for Power Calculation in Stepped Wedge Cluster Randomized Trials

Jiachen Chen, Xin Zhou, Fan Li +1

Background and objective: The stepped wedge cluster randomized trial is a study design increasingly used for public health intervention evaluations. Most previous literature focuse…

stat.ME2020★ 57 cited

PSweight: An R Package for Propensity Score Weighting Analysis

Tianhui Zhou, Guangyu Tong, Fan Li +1

Propensity score weighting is an important tool for comparative effectiveness research.Besides the inverse probability of treatment weights (IPW), recent development has introduced…

stat.ME2020★ 9 cited

Propensity Score Weighting for Causal Subgroup Analysis

Siyun Yang, Elizabeth Lorenzi, Georgia Papadogeorgou +3

A common goal in comparative effectiveness research is to estimate treatment effects on pre-specified subpopulations of patients. Though widely used in medical research, causal inf…

stat.AP2020★ 78 cited

Estimating heterogeneous survival treatment effect in observational data using machine learning

Liangyuan Hu, Jiayi Ji, Fan Li

Methods for estimating heterogeneous treatment effect in observational data have largely focused on continuous or binary outcomes, and have been relatively less vetted with surviva…

stat.AP2020★ 10 cited

Causal Mediation Analysis for Sparse and Irregular Longitudinal Data

Shuxi Zeng, Stacy Rosenbaum, Elizabeth Archie +2

Causal mediation analysis seeks to investigate how the treatment effect of an exposure on outcomes is mediated through intermediate variables. Although many applications involve lo…

stat.AP2020★ 4 cited

Is being an only child harmful to psychological health?: Evidence from an instrumental variable analysis of China's One-Child Policy

Shuxi Zeng, Fan Li, Peng Ding

This paper evaluates the effects of being an only child in a family on psychological health, leveraging data on the One-Child Policy in China. We use an instrumental variable appro…