Super Learner Action Set
References
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Dudoit, S., and van der Laan, M. J. (2005). “Asymptotics of Cross-Validated Risk Estimation in Estimator Selection and Performance Assessment.” Statistical Methodology 2:131–154.
LeDell, E., van der Laan, M. J., and Petersen, M. (2016). “AUC-Maximizing Ensembles through Metalearning.” International Journal of Biostatistics 12:203–218.
Phillips, R. V., van der Laan, M. J., Lee, H., and Gruber, S. (2023). “Practical Considerations for Specifying a Super Learner.” International Journal of Epidemiology 52:1276–1285.
Van der Laan, M. J., and Dudoit, S. (2003). Unified Cross-Validation Methodology for Selection among Estimators and a General Cross-Validated Adaptive Epsilon-Net Estimator: Finite Sample Oracle Inequalities and Examples. UC Berkeley Division of Biostatistics Working Paper Series, No. 130, University of California Berkeley.
Van der Laan, M. J., Polley, E. C., and Hubbard, A. E. (2007). “Super Learner.” Statistical Applications in Genetics and Molecular Biology 6:25.
Van der Laan, M. J., and Rose, S. (2011). Targeted Learning: Causal Inference for Observational and Experimental Data. New York: Springer.
Van der Vaart, A. W., Dudoit, S., and van der Laan, M. J. (2006). “Oracle Inequalities for Multi-fold Cross Validation.” Statistics and Decisions 24:351–371.
Wolpert, D. H. (1992). “Stacked Generalization.” Neural Networks 5:241–259.