92 citations · 106 across the 5 of their papers we have counts for
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math.ST2021★ 2 cited
Parameterising the effect of a continuous treatment using average derivative effects
Oliver J. Hines, Karla Diaz-Ordaz, Stijn Vansteelandt
The average treatment effect (ATE) is commonly used to quantify the main effect of a binary treatment on an outcome. Extensions to continuous treatments are usually based on the do…
math.ST2021★ 92 cited
Demystifying statistical learning based on efficient influence functions
Oliver Hines, Oliver Dukes, Karla Diaz-Ordaz +1
Evaluation of treatment effects and more general estimands is typically achieved via parametric modelling, which is unsatisfactory since model misspecification is likely. Data-adap…