Publications

Title Author Year Publication typesort ascending
Targeted Maximum Likelihood Based Causal Inference Part II M.J. van der Laan 2010 Journal Article
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
Optimal Individualized Treatments in Resource-Limited Settings A. Luedtke; M. van der Laan 2018 Journal Article
Super learner analysis of real-time electronically monitored adherence to antiretroviral therapy under constrained optimization and comparison to non-differentiated care approaches for persons living with HIV in rural Uganda †Benitez AE, Musinguzi N, Bangsberg DR, Bwana MB, Muzoora C, Hunt PW, Martin JN, Haberer JE, Petersen ML 2020 Journal Article
A roadmap for estimating and interpreting population intervention parameters Ahern J, Hubbard A. 2009 Journal Article
A Causal Roadmap for Generating High-Quality Real-World Evidence Lauren E Dang , Susan Gruber , Hana Lee , Issa J Dahabreh , Elizabeth A Stuart , Brian D Williamson , Richard Wyss , Iván Dí 2023 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
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
Longitudinal Mediation Analysis with Time-varying Mediators and Exposures, with Application to Survival Outcomes W. Zheng; M. van der Laan 2017 Journal Article
Causal models and learning from data: integrating causal modeling and statistical estimation Petersen ML, van der Laan MJ 2014 Journal Article
Big Data, Small Sample: Edgeworth Expansions Provide a Cautionary Tale Gerlovina, Inna; van der Laan, Mark J; Hubbard, Alan 2017 Journal Article
An Application of the Causal Roadmap in Two Safety Monitoring Case Studies: Causal Inference and Outcome Prediction using Electronic Health Record Data Brian D Williamson,Richard Wyss, Elizabeth A Stuart, Lauren E Dang, Andrew N Mertens, Romain S Neugebauer, Andrew Wilson, Susan Gruber 2023 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
Adaptive pre-specification in randomized trials with and without pair-matching Balzer, LB; van der Laan, MJ; Petersen, ML; SEARCH Collaboration 2016 Journal Article
Adaptive pre-specification in randomized trials with and without pair-matching: SEARCH Collaboration L.B. Balzer; M.L. Petersen; M.J. van der Laan 2016 Journal Article
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