Publications

Division/Center

Targeted minimum loss based estimation of a causal effect on an outcome with known conditional bounds.

Int J Biostat
Gruber S, van der Laan MJ

HIV treatment as prevention: models, data, and questions--towards evidence-based decision-making.

PLoS Med.

Targeted minimum loss based estimator that outperforms a given estimator.

Int J Biostat
Gruber S, van der Laan MJ

The parametric g-formula to estimate the effect of highly active antiretroviral therapy on incident AIDS or death.

Stat Med
Westreich D, Cole SR, Young JG, Palella F, Tien PC, Kingsley L, Gange SJ, Hernán MA

Structural Nested Cumulative Failure Time Models to Estimate the Effects of Interventions.

J Am Stat Assoc
Picciotto S, Hernán MA, Page JH, Young JG, Robins JM

Consistent causal effect estimation under dual misspecification and implications for confounder selection procedures.

Stat Methods Med Res
Gruber S, van der Laan MJ

Comparative effectiveness of dynamic treatment regimes: an application of the parametric g-formula.

Stat Biosci
Young JG, Cain LE, Robins JM, O'Reilly EJ, Hernán MA

The relative performance of targeted maximum likelihood estimators.

Int J Biostat
Porter KE, Gruber S, van der Laan MJ, Sekhon JS

Micro-NMR for rapid molecular analysis of human tumor samples.

Sci Transl Med
Haun JB, Castro CM, Wang R, Peterson VM, Marinelli BS, Lee H, Weissleder R

The highest confidence density region and its usage for joint inferences about constrained parameters.

Biometrics
Tian L, Wang R, Cai T, Wei LJ

A score test for association of a longitudinal marker and an event with missing data.

Biometrics
Finkelstein DM, Wang R, Ficociello LH, Schoenfeld DA

A targeted maximum likelihood estimator of a causal effect on a bounded continuous outcome.

Int J Biostat
Gruber S, van der Laan MJ

An application of collaborative targeted maximum likelihood estimation in causal inference and genomics.

Int J Biostat
Gruber S, van der Laan MJ

Collaborative double robust targeted maximum likelihood estimation.

Int J Biostat
van der Laan MJ, Gruber S

Testing and interval estimation for two-sample survival comparisons with small sample sizes and unequal censoring.

Biostatistics
Wang R, Lagakos SW, Gray RJ

Relation between three classes of structural models for the effect of a time-varying exposure on survival.

Lifetime Data Anal
Young JG, Hernán MA, Picciotto S, Robins JM

One-Step Targeted Minimum Loss-based Estimation Based on Universal Least Favorable One-Dimensional Submodels.

Int J Biostat
van der Laan M, Gruber S

Targeted minimum loss based estimation of causal effects of multiple time point interventions.

Int J Biostat
van der Laan MJ, Gruber S

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

Int J Biostat
Schnitzer ME, Lok JJ, Gruber S

Targeted Maximum Likelihood Estimation for Dynamic and Static Longitudinal Marginal Structural Working Models.

J Causal Inference
Petersen M, Schwab J, Gruber S, Blaser N, Schomaker M, van der Laan M