Brian G. Vegetabile

activity

20172024

most citedOn the Distinction Between "Conditional Average Treatment Effects" (CATE) and "Individual Treatment Effects" (ITE) Under Ignorability Assumptions

8 citations · 21 across the 7 of their papers we have counts for

collaborators

Showing 2020Show all

2 papers · 1 filter

stat.ME2020★ 3 cited

Reducing bias in difference-in-differences models using entropy balancing

Matthew Cefalu, Brian G. Vegetabile, Michael Dworsky +2

This paper illustrates the use of entropy balancing in difference-in-differences analyses when pre-intervention outcome trends suggest a possible violation of the parallel trends a…

stat.ME2020

Nonparametric Estimation of Population Average Dose-Response Curves using Entropy Balancing Weights for Continuous Exposures

Brian G. Vegetabile, Beth Ann Griffin, Donna L. Coffman +2

Weighted estimators are commonly used for estimating exposure effects in observational settings to establish causal relations. These estimators have a long history of development w…