34 citations · 47 across the 11 of their papers we have counts for
4 papers · 1 filter
Nonparametric bounds for causal effects in imperfect randomized experiments
Erin E. Gabriel, Arvid Sjölander, Michael C. Sachs
Nonignorable missingness and noncompliance can occur even in well-designed randomized experiments making the intervention effect that the experiment was designed to estimate nonide…
A General Method for Deriving Tight Symbolic Bounds on Causal Effects
Michael C Sachs, Gustav Jonzon, Arvid Sjölander +1
A causal query will commonly not be identifiable from observed data, in which case no estimator of the query can be contrived without further assumptions or measured variables, reg…
Causal bounds for outcome-dependent sampling in observational studies
Erin E. Gabriel, Michael C. Sachs, Arvid Sjölander
Outcome-dependent sampling designs are common in many different scientific fields including epidemiology, ecology, and economics. As with all observational studies, such designs of…
A note on Horvitz-Thompson estimators for rare subgroup analysis in the presence of interference
Erin E Gabriel
When there is interference, a subject's outcome depends on the treatment of others and treatment effects may take on several different forms. This situation arises often, particula…