Targeted estimation and inference for the sample average treatment effect in trials with and without pair matching |
†Balzer, L; Petersen, M; van der Laan, M; the SEARCH Collaboration |
2016 |
Journal Article |
Causal Models and Learning from Data: Integrating Causal Modeling and Statistical Estimation in the Practice of Epidemiology |
Maya Petersen; Mark van der Laan |
2015 |
Journal Article |
Entering the era of data science: Targeted Learning and the Integration of Statistics and Computational Data Analysis |
M.J. van der Laan; R.J.C.M. Starmans |
2014 |
Journal Article |
Targeted learning of the mean outcome under an optimal dynamic treatment rule |
M. J. van der Laan; A. R. Luedtke |
2014 |
Journal Article |
Targeted Maximum Likelihood Estimation for Dynamic and Static Longitudinal Marginal Structural Working Models |
Petersen M, Schwab J, Gruber S, Blaser N, Schomaker M, van der Laan M. |
2014 |
Journal Article |
Effect of breastfeeding on gastrointestinal infection in infants: A targeted maximum likelihood approach for clustered longitudinal data |
M. E. Schnitzer; M. J. van der Laan; E. E. Moodie; R. W. Platt |
2014 |
Journal Article |
Causal models and learning from data: integrating causal modeling and statistical estimation |
Petersen ML, van der Laan MJ |
2014 |
Journal Article |
Causal Inference for a Population of Causally Connected Units |
M. J. van der Laan |
2014 |
Journal Article |
Targeted Learning in real-world comparative effectiveness research with time-varying interventions |
R. Neugebauer; J. Schmittdiel; M.J. van der Laan |
2014 |
Journal Article |
Targeted Minimum Loss-Based Estimation of Causal Effects in Right-Censored Survival Data with Time Dependent Covariates: Warfarin, Stroke, and Death in Atrial Fibrillation |
J. Brooks; M. J. van der Laan; D.E. Singer; A. S. Go |
2013 |
Journal Article |
Time-dependent prediction and evaluation of variable importance using superlearning in high-dimensional clinical data |
Hubbard, Alan; Munoz, Ivan Diaz; Decker, Anna; Holcomb, John B.; Schreiber, Martin A.; Bulger, Eileen M.; Brasel, Karen J.; Fox, Erin E.; del Junco, Deborah J.; Wade, Charles E.; others |
2013 |
Journal Article |
Targeted Minimum Loss Based Estimation of Marginal Structural Working Models |
M. Petersen; J. Schwab; S. Gruber; N. Blaser; M. Schomaker; M.J. van der Laan |
2013 |
Journal Article |
A General Implementation of TMLE for Longitudinal Data Applied to Causal Inference in Survival Analysis |
Ori M. Stitelman; Victor De Gruttola; Mark J. van der Laan |
2012 |
Journal Article |
Diagnosing and responding to violations in the positivity assumption |
Petersen ML, Porter KE, Gruber S, Wang Y, van der Laan MJ. |
2012 |
Journal Article |
Targeted Learning: Causal Inference for Observational and Experimental Data |
Sherri Rose; Mark van der Laan |
2011 |
Book |
Targeted Learning, Causal Inference for Observational and Experimental Data |
M.J. van der Laan; S. Rose |
2011 |
Book |
Direct effects and effect among the treated |
Hubbard AE; Jewell NP; van der Laan MJ |
2011 |
Journal Article |
To GEE or not to GEE: comparing population average and mixed models for estimating the associations between neighborhood risk factors and health |
Hubbard, A. E.; Ahern, J.; Fleischer, N. L.; Laan, M. V.; Lippman, S. A.; Jewell, N.; Bruckner, T.; Satariano, W. A. |
2010 |
Journal Article |
Targeted Maximum Likelihood Based Causal Inference Part I |
M.J. van der Laan |
2010 |
Journal Article |
Targeted Maximum Likelihood Based Causal Inference Part II |
M.J. van der Laan |
2010 |
Journal Article |
The Cross-validated Adaptive Epsilon-Net Estimator |
Mark J. van der Laan; Sandrine Dudoit; Aad W. van der Vaart |
2009 |
Journal Article |
A roadmap for estimating and interpreting population intervention parameters |
Ahern J, Hubbard A. |
2009 |
Journal Article |
Causal effect models for realistic individualized treatment and intention to treat rules |
van der Laan MJ, Petersen ML. |
2009 |
Journal Article |
Resampling Based Multiple Testing with Applications to Genomics |
S. Dudoit; M.J. van der Laan |
2009 |
Book |
Empirical Efficiency Maximization: Improved Locally Efficient Covariate Adjustment in Randomized Experiments and Survival Analysis |
D. Rubin; M.J. van der Laan |
2008 |
Journal Article |
Population intervention models in causal inference |
Hubbard, Alan E.; van der Laan, Mark J. |
2008 |
Journal Article |
Depressive symptoms in low-income women in rural Mexico |
Fleischer, Nancy L.; Fernald, Lia C.; Hubbard, Alan E. |
2007 |
Journal Article |
A Doubly Robust Censoring Unbiased Transformation |
Dan Rubin; Mark van der Laan |
2007 |
Journal Article |
Causal Effect Models for Realistic Individualized Treatment and Intention to Treat Rules |
M.J. van der Laan; Maya L. Petersen |
2007 |
Journal Article |
Targeted Maximum Likelihood Learning |
Mark van der Laan; Dan Rubin |
2006 |
Journal Article |
Quantile-function based null distribution in resampling based multiple testing |
van der Laan, Mark J.; Hubbard, Alan E. |
2006 |
Journal Article |
Oracle Inequalities for Multi-Fold Cross-Validation |
Aad W. van der Vaart; S. Dudoit; M.J. van der Laan |
2006 |
Journal Article |
Unified methods for Censored Longitudinal Data and Causality |
M.J. van der Laan; J.M. Robins |
2003 |
Book |
Mass extinctions as statistical phenomena: an examination of the evidence using chi-square tests and bootstrapping |
Hubbard, Alan E.; Gilinsky, Norman L. |
1992 |
Journal Article |