27 citations · 116 across the 29 of their papers we have counts for
4 papers · 1 filter
Overlap in Observational Studies with High-Dimensional Covariates
Alexander D'Amour, Peng Ding, Avi Feller +2
Estimating causal effects under exogeneity hinges on two key assumptions: unconfoundedness and overlap. Researchers often argue that unconfoundedness is more plausible when more co…
Conditional randomization tests of causal effects with interference between units
Guillaume Basse, Avi Feller, Panos Toulis
Many causal questions involve interactions between units, also known as interference, for example between individuals in households, students in schools, or firms in markets. In th…
Algorithmic decision making and the cost of fairness
Sam Corbett-Davies, Emma Pierson, Avi Feller +2
Algorithms are now regularly used to decide whether defendants awaiting trial are too dangerous to be released back into the community. In some cases, black defendants are substant…
Bounding, an accessible method for estimating principal causal effects, examined and explained
Luke Miratrix, Jane Furey, Avi Feller +2
Estimating treatment effects for subgroups defined by post-treatment behavior (i.e., estimating causal effects in a principal stratification framework) can be technically challengi…