179 citations · 398 across the 42 of their papers we have counts for
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math.ST2015★ 1 cited
Semiparametric theory and empirical processes in causal inference
Edward H. Kennedy
In this paper we review important aspects of semiparametric theory and empirical processes that arise in causal inference problems. We begin with a brief introduction to the genera…
stat.ME2015★ 179 cited
Nonparametric methods for doubly robust estimation of continuous treatment effects
Edward H. Kennedy, Zongming Ma, Matthew D. McHugh +1
Continuous treatments (e.g., doses) arise often in practice, but many available causal effect estimators are limited by either requiring parametric models for the effect curve, or…