Double Robust Efficient Estimators of Longitudinal Treatment Effects: Comparative Performance in Simulations and a Case Study |
Tran L, Yiannoutsos C, Wools-Kaloustian K, Siika A, van der Laan M, Petersen M. |
2019 |
Journal Article |
Statistical Inference for Data Adaptive Target Parameters |
Hubbard, A.; Kherad-Pajouh, S.; van der Laan, M. |
2016 |
Journal Article |
SuperNOVA: Semi-Parametric Identification and Estimation of Interaction and Effect Modification in Mixed Exposures using Stochastic Interventions in R |
David McCoy, Ph.D.; Alejandro Schuler, Ph.D.; Alan Hubbard, Ph.D.; Mark van der Laan, Ph.D. |
2023 |
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 |
Evaluating the Impact of a HIV Low-Risk Express Care Task-Shifting Program: A Case Study of the Targeted Learning Roadmap. |
†Tran L; Yiannoutsos CT; Musick BS; Wools-Kaloustian K; Siika A; Kimaiyo S; van der Laan M; Petersen M |
2016 |
Journal Article |
Doubly robust nonparametric inference on the average treatment effect |
D. Benkeser; P. Gilbert; M.J. van der Laan; M. Carone |
2017 |
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 |
The Cross-validated Adaptive Epsilon-Net Estimator |
Mark J. van der Laan; Sandrine Dudoit; Aad W. van der Vaart |
2009 |
Journal Article |
Mining with Inference: Data Adaptive Target Parameters |
Hubbard, Alan E.; van der Laan, Mark J. |
2019 |
Journal Article |
Application of machine learning methodology to assess the performance of DIABETIMSS program for patients with type 2 diabetes in family medicine clinics in Mexico |
Yue You; Svetlana V. Doubova; Diana Pinto-Masis; Ricardo Pérez-Cuevas; Víctor Hugo Borja-Aburto; Alan Hubbard |
2019 |
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 |
Petersen M. Constrained binary classification using ensemble learning: an application to cost-efficient targeted PrEP strategies |
†Zheng W; §Balzer L; van der Laan M |
2017 |
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 |
Oracle Inequalities for Multi-Fold Cross-Validation |
Aad W. van der Vaart; S. Dudoit; M.J. van der Laan |
2006 |
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 Learning in real-world comparative effectiveness research with time-varying interventions |
R. Neugebauer; J. Schmittdiel; M.J. van der Laan |
2014 |
Journal Article |
Association of implementation of a universal testing and treatment intervention with HIV diagnosis, receipt of antiretroviral therapy, and HIV viral suppression among adults in East Africa |
Petersen M,; Balzer L,; Kwarsiima D,; Sang N5,; Chamie G2,; Ayieko J,; Kabami J,; Owaraganise A,; Liegler T,; Mwangwa F,; Kadede K,; Jain, V,; Plenty A,; Brown L,; Lavoy G,; Schwab J,; Black D,; van der Laan M,; Bukusi E,; Cohen C,; Clark T,; Charlebois E,; Kamya M,; Havlir D |
2017 |
Journal Article |
Causal effect models for realistic individualized treatment and intention to treat rules |
van der Laan MJ, Petersen ML. |
2009 |
Journal Article |