Variable Selection for Confounder Control, Flexible Modeling and Collaborative Targeted Minimum Loss-Based Estimation in Causal Inference

Using methods from the data-mining and machine-learning literature for disease classification and prediction: a case study examining classification of heart failure subtypes

(2013) Peter C. Austin et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Bayesian Effect Estimation Accounting for Adjustment Uncertainty

(2012) Chi Wang et al.   BIOMETRICS

A New Criterion for Confounder Selection

(2011) Tyler J. VanderWeele et al.   BIOMETRICS

Covariate selection for the nonparametric estimation of an average treatment effect

(2011) X. De Luna et al.   BIOMETRIKA

The Relative Performance of Targeted Maximum Likelihood Estimators

(2011) Kristin E. Porter et al.  

A Systematic Review of Propensity Score Methods in the Social Sciences

(2011) Felix J. Thoemmes et al.   MULTIVARIATE BEHAVIORAL RESEARCH

Invited Commentary: Positivity in Practice

(2010) D. Westreich et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

A note on overadjustment in inverse probability weighted estimation

(2010) A. Rotnitzky et al.   BIOMETRIKA

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

Applying Propensity Score Methods in Medical Research: Pitfalls and Prospects

(2010) Zhehui Luo et al.   MEDICAL CARE RESEARCH AND REVIEW

On model selection and model misspecification in causal inference

(2010) Stijn Vansteelandt et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

High-dimensional Propensity Score Adjustment in Studies of Treatment Effects Using Health Care Claims Data

(2009) Sebastian Schneeweiss et al.   EPIDEMIOLOGY

Should observational studies be designed to allow lack of balance in covariate distributions across treatment groups?

(2009) Donald B. Rubin   STATISTICS IN MEDICINE

Adjustment uncertainty in effect estimation

(2008) C. M. Crainiceanu et al.   BIOMETRIKA

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

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

Impact of mis‐specification of the treatment model on estimates from a marginal structural model

(2008) Geneviève Lefebvre et al.   STATISTICS IN MEDICINE