179 citations · 398 across the 42 of their papers we have counts for
3 papers · 1 filter
Sensitivity analysis via the proportion of unmeasured confounding
Matteo Bonvini, Edward H Kennedy
In observational studies, identification of ATEs is generally achieved by assuming that the correct set of confounders has been measured and properly included in the relevant model…
Counterfactual Risk Assessments, Evaluation, and Fairness
Amanda Coston, Alan Mishler, Edward H. Kennedy +1
Algorithmic risk assessments are increasingly used to help humans make decisions in high-stakes settings, such as medicine, criminal justice and education. In each of these cases,…
Incremental Intervention Effects in Studies with Dropout and Many Timepoints
Kwangho Kim, Edward H. Kennedy, Ashley I. Naimi
Modern longitudinal studies collect feature data at many timepoints, often of the same order of sample size. Such studies are typically affected by {dropout} and positivity violati…