Publications

Title Author Year Publication typesort ascending
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