References

Baker, Monya. 2016. “Is There a Reproducibility Crisis? A Nature Survey Lifts the Lid on How Researchers View the Crisis Rocking Science and What They Think Will Help.” Nature 533 (7604): 452–55.

Breiman, Leo. 1996. “Stacked Regressions.” Machine Learning 24 (1): 49–64.

Buckheit, Jonathan B, and David L Donoho. 1995. “Wavelab and Reproducible Research.” In Wavelets and Statistics, 55–81. Springer.

Dı́az, Iván, and Mark J van der Laan. 2011. “Super Learner Based Conditional Density Estimation with Application to Marginal Structural Models.” The International Journal of Biostatistics 7 (1): 1–20.

———. 2012. “Population Intervention Causal Effects Based on Stochastic Interventions.” Biometrics 68 (2): 541–49.

———. 2018. “Stochastic Treatment Regimes.” In Targeted Learning in Data Science: Causal Inference for Complex Longitudinal Studies, 167–80. Springer Science & Business Media.

Haneuse, Sebastian, and Andrea Rotnitzky. 2013. “Estimation of the Effect of Interventions That Modify the Received Treatment.” Statistics in Medicine 32 (30): 5260–77.

Hejazi, Nima S, David C Benkeser, and Mark J van der Laan. 2020. haldensify: Highly Adaptive Lasso Conditional Density Estimation. https://github.com/nhejazi/haldensify. https://doi.org/10.5281/zenodo.3698329.

Luby, Stephen P, Mahbubur Rahman, Benjamin F Arnold, Leanne Unicomb, Sania Ashraf, Peter J Winch, Christine P Stewart, et al. 2018. “Effects of Water Quality, Sanitation, Handwashing, and Nutritional Interventions on Diarrhoea and Child Growth in Rural Bangladesh: A Cluster Randomised Controlled Trial.” The Lancet Global Health 6 (3): e302–e315.

Munafò, Marcus R, Brian A Nosek, Dorothy VM Bishop, Katherine S Button, Christopher D Chambers, Nathalie Percie Du Sert, Uri Simonsohn, Eric-Jan Wagenmakers, Jennifer J Ware, and John PA Ioannidis. 2017. “A Manifesto for Reproducible Science.” Nature Human Behaviour 1 (1): 0021.

Nature Editorial. 2015a. “How Scientists Fool Themselves — and How They Can Stop.” Nature 526 (7572).

———. 2015b. “Let’s Think About Cognitive Bias.” Nature 526 (7572).

Nosek, Brian A, Charles R Ebersole, Alexander C DeHaven, and David T Mellor. 2018. “The Preregistration Revolution.” Proceedings of the National Academy of Sciences 115 (11): 2600–2606.

Peng, Roger. 2015. “The Reproducibility Crisis in Science: A Statistical Counterattack.” Significance 12 (3): 30–32.

Polley, Eric C, and Mark J van der Laan. 2010. “Super Learner in Prediction.” Bepress.

Pullenayegum, Eleanor M, Robert W Platt, Melanie Barwick, Brian M Feldman, Martin Offringa, and Lehana Thabane. 2016. “Knowledge Translation in Biostatistics: A Survey of Current Practices, Preferences, and Barriers to the Dissemination and Uptake of New Statistical Methods.” Statistics in Medicine 35 (6): 805–18.

Rubin, Donald B. 1978. “Bayesian Inference for Causal Effects: The Role of Randomization.” The Annals of Statistics, 34–58.

———. 1980. “Randomization Analysis of Experimental Data: The Fisher Randomization Test Comment.” Journal of the American Statistical Association 75 (371): 591–93.

Stark, Philip B, and Andrea Saltelli. 2018. “Cargo-Cult Statistics and Scientific Crisis.” Significance 15 (4): 40–43.

Stromberg, Arnold, and others. 2004. “Why Write Statistical Software? The Case of Robust Statistical Methods.” Journal of Statistical Software 10 (5): 1–8.

Szucs, Denes, and John Ioannidis. 2017. “When Null Hypothesis Significance Testing Is Unsuitable for Research: A Reassessment.” Frontiers in Human Neuroscience 11: 390.

van der Laan, Mark J, and Sandrine Dudoit. 2003. “Unified Cross-Validation Methodology for Selection Among Estimators and a General Cross-Validated Adaptive Epsilon-Net Estimator: Finite Sample Oracle Inequalities and Examples.” Bepress.

van der Laan, Mark J, Eric C Polley, and Alan E Hubbard. 2007. “Super Learner.” Statistical Applications in Genetics and Molecular Biology 6 (1).

van der Laan, Mark J, and Richard JCM Starmans. 2014. “Entering the Era of Data Science: Targeted Learning and the Integration of Statistics and Computational Data Analysis.” Advances in Statistics 2014.

Van der Vaart, Aad W, Sandrine Dudoit, and Mark J van der Laan. 2006. “Oracle Inequalities for Multi-Fold Cross Validation.” Statistics & Decisions 24 (3): 351–71.

Wickham, Hadley. 2014. Advanced R. Chapman; Hall/CRC.

Wolpert, David H. 1992. “Stacked Generalization.” Neural Networks 5 (2): 241–59.

Young, Jessica G, Miguel A Hernán, and James M Robins. 2014. “Identification, Estimation and Approximation of Risk Under Interventions That Depend on the Natural Value of Treatment Using Observational Data.” Epidemiologic Methods 3 (1): 1–19.