activity
20182021
most citedInference for treatment-specific survival curves using machine learning

4 citations · 5 across the 3 of their papers we have counts for

collaborators

8 papers

stat.ME20211 cited

Assessment of Immune Correlates of Protection via Controlled Vaccine Efficacy and Controlled Risk

Peter B. Gilbert, Youyi Fong, Marco Carone

Immune correlates of protection (CoPs) are immunologic biomarkers accepted as a surrogate for an infectious disease clinical endpoint and thus can be used for traditional or provis…

stat.ME20214 cited

Inference for treatment-specific survival curves using machine learning

Ted Westling, Alex Luedtke, Peter Gilbert +1

In the absence of data from a randomized trial, researchers often aim to use observational data to draw causal inference about the effect of a treatment on a time-to-event outcome.…

stat.ME2021

Inference on function-valued parameters using a restricted score test

Aaron Hudson, Marco Carone, Ali Shojaie

It is often of interest to make inference on an unknown function that is a local parameter of the data-generating mechanism, such as a density or regression function. Such estimand…

stat.ME2020

Universal sieve-based strategies for efficient estimation using machine learning tools

Hongxiang Qiu, Alex Luedtke, Marco Carone

Suppose that we wish to estimate a finite-dimensional summary of one or more function-valued features of an underlying data-generating mechanism under a nonparametric model. One ap…

stat.ME2019

Combining Biomarkers by Maximizing the True Positive Rate for a Fixed False Positive Rate

Allison Meisner, Marco Carone, Margaret S. Pepe +1

Biomarkers abound in many areas of clinical research, and often investigators are interested in combining them for diagnosis, prognosis, or screening. In many applications, the tru…

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…