Bayesian causal inference: a critical review

Causal mediation analysis for sparse and irregular longitudinal data

(2021) Shuxi Zeng et al.   Annals of Applied Statistics

Estimating heterogeneous survival treatment effect in observational data using machine learning

(2021) Liangyuan Hu et al.   STATISTICS IN MEDICINE

Is being an only child harmful to psychological health?: evidence from an instrumental variable analysis of China's one‐child policy

(2020) Shuxi Zeng et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY

Semiparametric Bayesian causal inference

(2020) Kolyan Ray et al.   ANNALS OF STATISTICS

Overlap in observational studies with high-dimensional covariates

(2020) Alexander D’Amour et al.   JOURNAL OF ECONOMETRICS

A practical introduction to Bayesian estimation of causal effects: Parametric and nonparametric approaches

(2020) Arman Oganisian et al.   STATISTICS IN MEDICINE

Mitigating unobserved spatial confounding when estimating the effect of supermarket access on cardiovascular disease deaths

(2020) Patrick M. Schnell et al.   Annals of Applied Statistics

Causal inference in high dimensions: A marriage between Bayesian modeling and good frequentist properties

(2020) Joseph Antonelli et al.   BIOMETRICS

Metalearners for estimating heterogeneous treatment effects using machine learning

(2019) Sören R. Künzel et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

General Bayesian updating and the loss-likelihood bootstrap

(2019) S P Lyddon et al.   BIOMETRIKA

Flexible sensitivity analysis for observational studies without observable implications*

(2019) Alex Franks et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Bayesian Inference for Sequential Treatments under Latent Sequential Ignorability

(2019) Alessandra Mattei et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Bayesian nonparametric generative models for causal inference with missing at random covariates

(2018) Jason Roy et al.   BIOMETRICS

Causal Inference: A Missing Data Perspective

(2018) Peng Ding et al.   STATISTICAL SCIENCE

Bayesian regression tree ensembles that adapt to smoothness and sparsity

(2018) Antonio R. Linero et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Balancing Covariates via Propensity Score Weighting

(2017) Fan Li et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

The Central Role of Bayes’ Theorem for Joint Estimation of Causal Effects and Propensity Scores

(2016) Corwin Matthew Zigler   AMERICAN STATISTICIAN

A Bayesian view of doubly robust causal inference: Table 1.

(2016) O. Saarela et al.   BIOMETRIKA

Sensitivity Analysis Without Assumptions

(2016) Peng Ding et al.   EPIDEMIOLOGY

A Nonparametric Bayesian Analysis of Heterogenous Treatment Effects in Digital Experimentation

(2016) Matt Taddy et al.   JOURNAL OF BUSINESS & ECONOMIC STATISTICS

A Potential Tale of Two-by-Two Tables From Completely Randomized Experiments

(2016) Peng Ding et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Causal inference by using invariant prediction: identification and confidence intervals

(2016) Jonas Peters et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

A flexible, interpretable framework for assessing sensitivity to unmeasured confounding

(2016) Vincent Dorie et al.   STATISTICS IN MEDICINE

Evaluating the causal effect of university grants on student dropout: Evidence from a regression discontinuity design using principal stratification

(2015) Fan Li et al.   Annals of Applied Statistics

Discussion of “On Bayesian estimation of marginal structural models”

(2015) James M. Robins et al.   BIOMETRICS

On Bayesian estimation of marginal structural models

(2015) Olli Saarela et al.   BIOMETRICS

Discussion of “On Bayesian Estimation of Marginal Structural Models”

(2015) Paul Gustafson   BIOMETRICS

Principal causal effect identification and surrogate end point evaluation by multiple trials

(2015) Zhichao Jiang et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

The Bayesian Analysis of Complex, High-Dimensional Models: Can It Be CODA?

(2015) Y. Ritov et al.   STATISTICAL SCIENCE

Agnostic notes on regression adjustments to experimental data: Reexamining Freedman’s critique

(2013) Winston Lin   Annals of Applied Statistics

Model Feedback in Bayesian Propensity Score Estimation

(2013) Corwin M. Zigler et al.   BIOMETRICS

Using Secondary Outcomes to Sharpen Inference in Randomized Experiments With Noncompliance

(2013) Fabrizia Mealli et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Uncertainty in Propensity Score Estimation: Bayesian Methods for Variable Selection and Model-Averaged Causal Effects

(2013) Corwin Matthew Zigler et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Dynamic Treatment Regimes

(2013) Bibhas Chakraborty et al.   Annual Review of Statistics and Its Application

Bayesian Inference for the Causal Effect of Mediation

(2012) Michael J. Daniels et al.   BIOMETRICS

Bayesian Effect Estimation Accounting for Adjustment Uncertainty

(2012) Chi Wang et al.   BIOMETRICS

Bayesian Inference for Dynamic Treatment Regimes: Mobility, Equity, and Efficiency in Student Tracking

(2012) Tristan Zajonc   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

A Bayesian nonparametric causal model

(2011) George Karabatsos et al.   JOURNAL OF STATISTICAL PLANNING AND INFERENCE

BART: Bayesian additive regression trees

(2010) Hugh A. Chipman et al.   Annals of Applied Statistics

A modern Bayesian look at the multi-armed bandit

(2010) Steven L. Scott   APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY

Bias-Corrected Matching Estimators for Average Treatment Effects

(2010) Alberto Abadie et al.   JOURNAL OF BUSINESS & ECONOMIC STATISTICS

Bayesian Nonparametric Modeling for Causal Inference

(2010) Jennifer L. Hill   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

What Are the Limits of Posterior Distributions Arising From Nonidentified Models, and Why Should We Care?

(2010) Paul Gustafson   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Amplification of Sensitivity Analysis in Matched Observational Studies

(2010) Paul R. Rosenbaum et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Evaluating Candidate Principal Surrogate Endpoints

(2008) Peter B. Gilbert et al.   BIOMETRICS

The Bayesian Lasso

(2008) Trevor Park et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Bayesian propensity score analysis for observational data

(2008) Lawrence C. McCandless et al.   STATISTICS IN MEDICINE