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08/15/2023
Misspecified Bernstein-Von Mises theorem for hierarchical models
We derive a Bernstein von-Mises theorem in the context of misspecified, ...
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04/17/2023
Asymptotics of Caliper Matching Estimators for Average Treatment Effects
Caliper matching is used to estimate causal effects of a binary treatmen...
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09/18/2022
Bayesian tolerance regions with an application to linear mixed models
We review and contrast frequentist and Bayesian definitions of tolerance...
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11/01/2021
Statistical Inference in Parametric Preferential Attachment Trees
The preferential attachment (PA) model is a popular way of modeling dyna...
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08/03/2020
On the Bernstein-von Mises theorem for the Dirichlet process
We establish that Laplace transforms of the posterior Dirichlet process ...
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08/13/2018
Semiparametric Bayesian causal inference using Gaussian process priors
We develop a semiparametric Bayesian approach for estimating the mean re...
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02/25/2018
Bayesian inverse problems with partial observations
We study a nonparametric Bayesian approach to linear inverse problems un...
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02/25/2018