74 citations · 120 across the 18 of their papers we have counts for
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math.ST2018
Correcting an estimator of a multivariate monotone function with isotonic regression
Ted Westling, Mark van der Laan, Marco Carone
In many problems, a sensible estimator of a possibly multivariate monotone function may itself fail to be monotone. We study the correction of such an estimator obtained via projec…
stat.ME2018
Causal isotonic regression
Ted Westling, Peter Gilbert, Marco Carone
In observational studies, potential confounders may distort the causal relationship between an exposure and an outcome. However, under some conditions, a causal dose-response curve…
math.ST2018
A unified study of nonparametric inference for monotone functions
Ted Westling, Marco Carone
The problem of nonparametric inference on a monotone function has been extensively studied in many particular cases. Estimators considered have often been of so-called Grenander ty…