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07/12/2023
Doubly robust machine learning for an instrumental variable study of surgical care for cholecystitis
Comparative effectiveness research frequently employs the instrumental v...
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07/11/2023
Semiparametric Shape-restricted Estimators for Nonparametric Regression
Estimating the conditional mean function that relates predictive covaria...
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02/27/2023
U-Statistics for Importance-Weighted Variational Inference
We propose the use of U-statistics to reduce variance for gradient estim...
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10/12/2022
Debiased inference for a covariate-adjusted regression function
In this article, we study nonparametric inference for a covariate-adjust...
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07/14/2020
Causal Inference using Gaussian Processes with Structured Latent Confounders
Latent confounders—unobserved variables that influence both treatment an...
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12/17/2019