Publications

Title Author Year Publication type
Targeted learning of the mean outcome under an optimal dynamic treatment rule M. J. van der Laan; A. R. Luedtke Journal Article
Improved Small-Sample Estimation of Nonlinear Cross-Validated Prediction Metrics Benkeser D, Petersen M & van der Laan MJ 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 Journal Article
Targeted Maximum Likelihood Based Causal Inference Part I M.J. van der Laan Journal Article
Quantile-function based null distribution in resampling based multiple testing van der Laan, Mark J.; Hubbard, Alan E. Journal Article
Statistical inference for the mean outcome under a possibly non-unique optimal treatment strategy A. R. Luedtke; M. J. van der Laan 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. 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. Journal Article
Targeted Maximum Likelihood Based Causal Inference Part II M.J. van der Laan Journal Article
Mass extinctions as statistical phenomena: an examination of the evidence using chi-square tests and bootstrapping Hubbard, Alan E.; Gilinsky, Norman L. Journal Article