Publications

Title Author Year Publication typesort descending
A new approach to hierarchical data analysis: Targeted maximum likelihood estimation for the causal effect of a cluster-level exposure †Balzer L,; Zheng W,; van der Laan M,; Petersen M 2018 Journal Article
Estimation of direct causal effects Petersen ML, Sinisi SE, van der Laan MJ 2019 Journal Article
Targeted Maximum Likelihood Learning Mark van der Laan; Dan Rubin 2006 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
Causal Inference for a Population of Causally Connected Units M. J. van der Laan 2014 Journal Article
Causal inference when counterfactuals depend on the proportion of all subjects exposed §Miles CH,; Petersen M,; van der Laan MJ 2019 Journal Article
The optimal dynamic treatment rule superlearner: considerations, performance, and application to criminal justice interventions Montoya LM, van der Laan MJ, Luedtke AR, Skeem JL, Coyle JR, Petersen ML. 2022 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
Population intervention models in causal inference Hubbard, Alan E.; van der Laan, Mark J. 2008 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
HIV Testing and Treatment with the Use of a Community Health Approach in Rural Africa Havlir DV, Balzer LB, Charlebois ED, Clark TD, Kwarisiima D, Ayieko J, Kabami J, Sang N, Liegler T, Chamie G, Camlin CS, Jain V, Kadede K, Atukunda M, Ruel T, Shade SB, Ssemmondo E, Byonanebye DM, Mwangwa F, Owaraganise A, Olilo W, Black D, Snyman K,; Burger R, Getahun M, Achando J, Awuonda B, Nakato H, Kironde J, Okiror S, Thirumurthy H, Koss C, Brown L, Marquez C, Schwab J, Lavoy G, Plenty A, Mugoma Wafula E, Omanya P, Chen YH, Rooney JF, Bacon M, van der Laan M, Cohen CR, Bukusi E, Kamya MR,; Petersen M. 2019 Journal Article
Targeted Learning: Causal Inference for Observational and Experimental Data Sherri Rose; Mark van der Laan 2011 Book
Targeted Learning in Data Science: Causal Inference for Complex Longitudinal Sherri Rose; Mark van der Laan 2018 Book
Targeted Learning Handbook: Causal Machine Learning and Inference in the tlverse R Software Ecosystem Jeremy Coyle, Mark van der Laan, Alan Hubbard, Rachael Phillips, Ivana Malenica, Nima Hejazi 2022 Book
Unified methods for Censored Longitudinal Data and Causality M.J. van der Laan; J.M. Robins 2003 Book
Resampling Based Multiple Testing with Applications to Genomics S. Dudoit; M.J. van der Laan 2009 Book
Targeted Learning, Causal Inference for Observational and Experimental Data M.J. van der Laan; S. Rose 2011 Book
Targeted Learning in Data Science - Causal Inference for Complex Longitudinal Studies M.J. van der Laan; S. Rose 2018 Book