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03/02/2023
Estimating Heterogeneous Causal Mediation Effects with Bayesian Decision Tree Ensembles
The causal inference literature has increasingly recognized that explici...
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10/28/2022
SoftBart: Soft Bayesian Additive Regression Trees
Bayesian additive regression tree (BART) models have seen increased atte...
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02/20/2022
Generalized Bayesian Additive Regression Trees Models: Beyond Conditional Conjugacy
Bayesian additive regression trees have seen increased interest in recen...
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11/06/2021
Causal Mediation and Sensitivity Analysis for Mixed-Scale Data
The goal of causal mediation analysis, often described within the potent...
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11/06/2021
In Nonparametric and High-Dimensional Models, Bayesian Ignorability is an Informative Prior
In problems with large amounts of missing data one must model two distin...
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11/06/2021
The How and Why of Bayesian Nonparametric Causal Inference
Spurred on by recent successes in causal inference competitions, Bayesia...
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05/05/2020
Semiparametric analysis of clustered interval-censored survival data using Soft Bayesian Additive Regression Trees (SBART)
Popular parametric and semiparametric hazards regression models for clus...
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05/05/2020
Adaptive Conditional Distribution Estimation with Bayesian Decision Tree Ensembles
We present a Bayesian nonparametric model for conditional distribution e...
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09/23/2018
Interaction Detection with Bayesian Decision Tree Ensembles
Methods based on Bayesian decision tree ensembles have proven valuable i...
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09/23/2018