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 |
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 |
Dynamic Impact of Transfusion Ratios on Outcomes in Severely Injured Patients: Targeted Machine Learning Analysis of the Pragmatic, Randomized Optimal Platelet and Plasma Ratios Randomized Clinical Trial |
Nguyen, M.; Pirracchio, R.; Kornblith, L. Z.; Callcut, R.; Fox, E. E; Wade, C. E.; Schreiber, M.; Holcomb, J. B.; Coyle, J.; Cohen, M.; Hubbard, A. E. |
2020 |
Journal Article |
Estimators for the value of the optimal dynamic treatment rule with application to criminal justice interventions |
Montoya LM, van der Laan MJ, Skeem JL, Petersen ML. |
2022 |
Journal Article |
Empirical Efficiency Maximization: Improved Locally Efficient Covariate Adjustment in Randomized Experiments and Survival Analysis |
D. Rubin; M.J. van der Laan |
2008 |
Journal Article |
Depressive symptoms in low-income women in rural Mexico |
Fleischer, Nancy L.; Fernald, Lia C.; Hubbard, Alan E. |
2007 |
Journal Article |
Targeted learning of the mean outcome under an optimal dynamic treatment rule |
M. J. van der Laan; A. R. Luedtke |
2014 |
Journal Article |
Improved Small-Sample Estimation of Nonlinear Cross-Validated Prediction Metrics |
Benkeser D, Petersen M & van der Laan MJ |
2019 |
Journal Article |
Countering the Curse of Dimensionality: Exploring Data-generating Mechanisms Through Participant Observation and Mechanistic Modeling; Epidemiology |
Hubbard, Alan; Trostle, James; Trostle, James; Cangemi, Ivan; Eisenberg, Joseph N. S |
2020 |
Journal Article |
Who is most at risk of dying if infected with SARS-CoV-2? A mortality risk factor analysis using machine learning of patients with COVID-19 over time: a large population-based cohort study in Mexico |
Lauren D Liao, Alan E Hubbard, Juan Pablo Gutierrez, Arturo Juárez-Flores, Kendall Kikkawa, Ronit Gupta, Yana Yarmolich, Iván de Jesús Ascencio-Montiel, Stefano M Bertozzi |
2023 |
Journal Article |
Targeted Maximum Likelihood Based Causal Inference Part I |
M.J. van der Laan |
2010 |
Journal Article |
Quantile-function based null distribution in resampling based multiple testing |
van der Laan, Mark J.; Hubbard, Alan E. |
2006 |
Journal Article |
Statistical inference for the mean outcome under a possibly non-unique optimal treatment strategy |
A. R. Luedtke; M. J. van der Laan |
2019 |
Journal Article |
Machine learning to identify persons at high-risk of HIV acquisition in rural Kenya and Uganda |
Balzer LB, Havlir DV, Kamya MR, Chamie G, Charlebois ED, Clark TD, Koss CA, Kwarisiima D, Ayieko J, Sang N, Kabami J, Atukunda M, Jain V, Camlin CS, Cohen CR, Bukusi EA, van der Laan M, Petersen ML. |
2020 |
Journal Article |
Big data and targeted machine learning in action to assist medical decision in the ICU; Anesthesia Critical Care \& Pain Medicine |
Pirracchio, Romain; Cohen, Mitchell J.; Malenica, Ivana; Cohen, Jonathan; Chambaz, Antoine; Cannesson, Maxime; Lee, Christine; Resche-Rigon, Matthieu; Hubbard, Alan E. |
2019 |
Journal Article |
Causes and Consequences of Child Growth Faltering in Low-resource settings |
Andrew Mertens, Jade Benjamin-Chung, John M. Colford Jr, Jeremy Coyle, Mark J. van der Laan, Alan E. Hubbard, Sonali Rosete, Ivana Malenica, Nima Hejazi, Oleg Sofrygin, Wilson Cai, Haodong Li, etc. |
2023 |
Journal Article |
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 |