Search Results for author: Jared S. Murray

Found 4 papers, 4 papers with code

Model interpretation through lower-dimensional posterior summarization

2 code implementations • 17 May 2019 • Spencer Woody, Carlos M. Carvalho, Jared S. Murray

Nonparametric regression models have recently surged in their power and popularity, accompanying the trend of increasing dataset size and complexity.

Methodology

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Code

Scaling Bayesian Probabilistic Record Linkage with Post-Hoc Blocking: An Application to the California Great Registers

1 code implementation • 14 May 2019 • Brendan S. McVeigh, Bradley T. Spahn, Jared S. Murray

Probabilistic record linkage (PRL) is the process of determining which records in two databases correspond to the same underlying entity in the absence of a unique identifier.

Methodology Applications Computation

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Code

Functional response regression with funBART: an analysis of patient-specific stillbirth risk

1 code implementation • 19 May 2018 • Jennifer E. Starling, Jared S. Murray, Carlos M. Carvalho, Radek Bukowski, James G. Scott

This article introduces functional BART, a new approach for functional response regression--that is, estimating a functional mean response f(t) that depends upon a set of scalar covariates x. Functional BART, or funBART, is based on the successful Bayesian Additive Regression Trees (BART) model.

Methodology

Paper
Code

Bayesian regression tree models for causal inference: regularization, confounding, and heterogeneous effects

4 code implementations • 29 Jun 2017 • P. Richard Hahn, Jared S. Murray, Carlos Carvalho

This paper develops a semi-parametric Bayesian regression model for estimating heterogeneous treatment effects from observational data.

Methodology

Paper
Code

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