27 citations · 116 across the 29 of their papers we have counts for
4 papers · 1 filter
The Augmented Synthetic Control Method
Eli Ben-Michael, Avi Feller, Jesse Rothstein
The synthetic control method (SCM) is a popular approach for estimating the impact of a treatment on a single unit in panel data settings. The "synthetic control" is a weighted ave…
Flexible sensitivity analysis for observational studies without observable implications
Alexander Franks, Alexander D'Amour, Avi Feller
A fundamental challenge in observational causal inference is that assumptions about unconfoundedness are not testable from data. Assessing sensitivity to such assumptions is theref…
Algorithmic Decision Making in the Presence of Unmeasured Confounding
Jongbin Jung, Ravi Shroff, Avi Feller +1
On a variety of complex decision-making tasks, from doctors prescribing treatment to judges setting bail, machine learning algorithms have been shown to outperform expert human jud…
Identifying and Estimating Principal Causal Effects in Multi-site Trials
Lo-Hua Yuan, Avi Feller, Luke W. Miratrix
Randomized trials are often conducted with separate randomizations across multiple sites such as schools, voting districts, or hospitals. These sites can differ in important ways,…