activity
20152020
most citedNonparametric Bounds and Sensitivity Analysis of Treatment Effects

40 citations · 53 across the 6 of their papers we have counts for

collaborators

12 papers

stat.ME20201 cited

On variance of the treatment effect in the treated using inverse probability weighting

Sarah A. Reifeis, Michael G. Hudgens

In the analysis of observational studies, inverse probability weighting (IPW) is commonly used to consistently estimate the average treatment effect (ATE) or the average treatment…

stat.CO2020

diproperm: An R Package for the DiProPerm Test

Andrew G. Allmon, J. S. Marron, Michael G. Hudgens

High-dimensional low sample size (HDLSS) data sets emerge frequently in many biomedical applications. A common task for analyzing HDLSS data is to assign data to the correct class…

stat.AP2020

Power and Sample Size for Marginal Structural Models

Bonnie E. Shook-Sa, Michael G. Hudgens

Marginal structural models fit via inverse probability of treatment weighting are commonly used to control for confounding when estimating causal effects from observational data. W…

stat.ME2019

Balanced Policy Evaluation and Learning for Right Censored Data

Owen E. Leete, Nathan Kallus, Michael G. Hudgens +2

Individualized treatment rules can lead to better health outcomes when patients have heterogeneous responses to treatment. Very few individualized treatment rule estimation methods…

stat.ME20192 cited

Estimands and Inference in Cluster-Randomized Vaccine Trials

Kayla W. Kilpatrick, Michael G. Hudgens, M. Elizabeth Halloran

Cluster-randomized trials are often conducted to assess vaccine effects. Defining estimands of interest before conducting a trial is integral to the alignment between a study's obj…

stat.ME2019

Inverse Probability Weighted Estimators of Vaccine Effects Accommodating Partial Interference and Censoring

Sujatro Chakladar, Michael G. Hudgens, M. Elizabeth Halloran +3

Estimating population-level effects of a vaccine is challenging because there may be interference, i.e., the outcome of one individual may depend on the vaccination status of anoth…