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09/01/2020
Invited Discussion of "A Unified Framework for De-Duplication and Population Size Estimation"
Invited Discussion of "A Unified Framework for De-Duplication and Popula...
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07/20/2020
Estimating heterogeneous effects of continuous exposures using Bayesian tree ensembles: revisiting the impact of abortion rates on crime
In estimating the causal effect of a continuous exposure or treatment, i...
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06/21/2020
Decoupling Shrinkage and Selection in Gaussian Linear Factor Analysis
Factor Analysis is a popular method for modeling dependence in multivari...
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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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01/20/2020
Bayesian inference for treatment effects under nested subsets of controls
When constructing a model to estimate the causal effect of a treatment, ...
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12/14/2019
Monotone function estimation in the presence of extreme data coarsening: Analysis of preeclampsia and birth weight in urban Uganda
This paper proposes a Bayesian hierarchical model to characterize the re...
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06/12/2019
A Bayesian Hierarchical Model for Evaluating Forensic Footwear Evidence
When a latent shoeprint is discovered at a crime scene, forensic analyst...
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05/23/2019
Atlantic Causal Inference Conference (ACIC) Data Analysis Challenge 2017
This brief note documents the data generating processes used in the 2017...
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05/22/2019
Targeted Smooth Bayesian Causal Forests: An analysis of heterogeneous treatment effects for simultaneous versus interval medical abortion regimens over gestation
This article introduces Targeted Smooth Bayesian Causal Forests, or tsbc...
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05/17/2019
Model interpretation through lower-dimensional posterior summarization
Nonparametric regression models have recently surged in their power and ...
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05/14/2019
Scaling Bayesian Probabilistic Record Linkage with Post-Hoc Blocking: An Application to the California Great Registers
Probabilistic record linkage (PRL) is the process of determining which r...
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05/19/2018
Functional response regression with funBART: an analysis of patient-specific stillbirth risk
This article introduces functional BART, a new approach for functional r...
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01/12/2018