Papers
Mark's and his student's papers and publications can be found on the bepress website. Recent and important publications are also listed below.
Recent editorial in Amstat News by Mark van der Laan & Sherri Rose: "Statistics Ready for a Revolution"
Causal Inference in Epidemiological Studies with Strong Confounding
Kelly L. Moore, Romain S. Neugebauer, Mark J. van der Laan, and Ira B. Tager (2009)
Readings in Targeted Maximum Likelihood Estimation
Mark J. van der Laan, Sherri Rose, and Susan Gruber (2009)
Causal Inference for Nested Case-Control Studies using Targeted Maximum Likelihood Estimation
Sherri Rose and Mark J. van der Laan (2009)
Targeted Maximum Likelihood Estimation: A Gentle Introduction
Susan Gruber and Mark J. van der Laan (2009)
Nonparametric population average models: deriving the form of approximate population average models estimated using generalized estimating equations
Alan E. Hubbard and Mark J. van der Laan (2009)
Resampling-Based Multiple Hypothesis Testing with Applications to Genomics: New Developments in the R/Bioconductor Package multtest
Houston N. Gilbert, Katherine S. Pollard, Mark J. van der Laan, and Sandrine Dudoit (2009)
Application of Time-to-Event Methods in the Assessment of Safety in Clinical Trials
Kelly L. Moore and Mark J. van der Laan (2009)
Collaborative Double Robust Targeted Penalized Maximum Likelihood Estimation
Mark J. van der Laan and Susan Gruber (2009)
Joint Multiple Testing Procedures for Graphical Model Selection with Applications to Biological Networks
Houston N. Gilbert, Mark J. van der Laan, and Sandrine Dudoit (2009)
Selecting Optimal Treatments Based on Predictive Factors
Eric C. Polley and Mark J. van der Laan (2009)
Modified FDR Controlling Procedure for Multi-Stage Analyses
Catherine Tuglus and Mark J. van der Laan (2009)
Confidence Intervals for the Population Mean Tailored to Small Sample Sizes, with Applications to Survey Sampling
Michael A. Rosenblum and Mark J. van der Laan (2009)
Why Match? Investigating Matched Case-Control Study Designs with Causal Effect Estimation
Sherri Rose and Mark J. van der Laan (2009)
Important papers can be found in the "Readings in Targeted Maximum Likelihood Estimation" on the bepress website. The papers contained in that publication are also listed below:
Targeted Maximum Likelihood Learning
M.J. van der Laan, D. Rubin (2006)
Super Learner
M.J. van der Laan, E.C. Polley, A.E. Hubbard (2007)
Loss-Based Cross-Validated Deletion/Substitution/Addition Algorithms in Estimation
S.E. Sinisi, M.J. van der Laan (2004)
Collaborative Double Robust Targeted Penalized Maximum Likelihood Estimation
M.J. van der Laan, S. Gruber (2009)
Covariate Adjustment in Randomized Trials with Binary Outcomes: Targeted Maximum Likelihood Estimation
K.L. Moore, M.J. van der Laan (2008)
Selecting Optimal Treatments Based on Predictive Factors
E.C. Polley, M.J. van der Laan (2009)
Simple, Efficient Estimators of Treatment Effects in Randomized Trials Using Generalized Linear Models to Leverage Baseline Variables
M. Rosenblum, M.J. van der Laan (2009)
Estimating the Effect of Vigorous Physical Activity on Mortality in the Elderly Based on Realistic Individualized Treatment and Intention-to-Treat Rules
O. Bembom, M.J. van der Laan (2007)
Targeted Methods for Biomarker Discovery, the Search for a Standard
C. Tuglus, M.J. van der Laan (2008)
Biomarker Discovery using Targeted Maximum Likelihood Estimation: Application to the Treatment of Antiretroviral Resistant HIV Infection
O. Bembom, M.L. Petersen, S.-Y. Rhee , W. J. Fessel, S.E. Sinisi, R.W. Shafer, M.J. van der Laan (2008)
Data-adaptive Selection Of The Adjustment Set in Variable Importance Estimation
O. Bembom, W. J. Fessel, R.W. Shafer, M.J. van der Laan (2008)
Estimation Based on Case-Control Designs with Known Prevalance Probability
M.J. van der Laan (2008)
Simple Optimal Weighting of Cases and Controls in Case-Control Studies
S. Rose, M.J. van der Laan (2008)
Why Match? Investigating Matched Case-Control Study Designs with Causal Effect Estimation
S. Rose, M.J. van der Laan (2009)
Causal Inference for Nested Case-Control Studies using Targeted Maximum Likelihood Estimation
S. Rose, M.J. van der Laan (2009)
A Note on Targeted Maximum Likelihood and Right Censored Data
M.J. van der Laan, D. Rubin (2007)
Application of Time-to-Event Methods in the Assessment of Safety in Clinical Trials
K.L. Moore, M.J. van der Laan (2009)
Targeted Maximum Likelihood Estimation: A Gentle Introduction
S. Gruber, M.J. van der Laan (2009)
Targeted Maximum Likelihood Learning: Examples and Generalizations
M.J. van der Laan (2009)
Unified Cross-Validation Methodology For Selection Among Estimators and a General Cross-Validated Adaptive Epsilon-Net Estimator: Finite Sample Oracle Inequalities and Examples
Mark J. van der Laan and Sandrine Dudoit (2003)
