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 |
A Doubly Robust Censoring Unbiased Transformation |
Dan Rubin; Mark van der Laan |
2007 |
Journal Article |
Direct effects and effect among the treated |
Hubbard AE; Jewell NP; van der Laan MJ |
2011 |
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 |
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 |