Using Ensemble-Based Methods for Directly Estimating Causal Effects: An Investigation of Tree-Based G-Computation

Implementation of G-Computation on a Simulated Data Set: Demonstration of a Causal Inference Technique

(2011) Jonathan M. Snowden et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

A Tutorial and Case Study in Propensity Score Analysis: An Application to Estimating the Effect of In-Hospital Smoking Cessation Counseling on Mortality

(2011) Peter C. Austin   MULTIVARIATE BEHAVIORAL RESEARCH

Challenges With Propensity Score Strategies in a High-Dimensional Setting and a Potential Alternative

(2011) Jennifer Hill et al.   MULTIVARIATE BEHAVIORAL RESEARCH

An Introduction to Propensity Score Methods for Reducing the Effects of Confounding in Observational Studies

(2011) Peter C. Austin   MULTIVARIATE BEHAVIORAL RESEARCH

A Data-Generation Process for Data with Specified Risk Differences or Numbers Needed to Treat

(2010) Peter C. Austin   COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION

Logistic regression had superior performance compared with regression trees for predicting in-hospital mortality in patients hospitalized with heart failure

(2010) Peter C. Austin et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Propensity score estimation: neural networks, support vector machines, decision trees (CART), and meta-classifiers as alternatives to logistic regression

(2010) Daniel Westreich et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Effectiveness of Public Report Cards for Improving the Quality of Cardiac Care

(2009) Jack V. Tu et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Balance diagnostics for comparing the distribution of baseline covariates between treatment groups in propensity-score matched samples

(2009) Peter C. Austin   STATISTICS IN MEDICINE

Evaluating uses of data mining techniques in propensity score estimation: a simulation study

(2008) Soko Setoguchi et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY