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README-refs.bib
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@article{vdl2007super,
title={Super learner},
author={{van der Laan}, M.~J and Polley, E~C. and Hubbard, A~E.},
journal={Statistical applications in genetics and molecular biology},
volume={6},
number={1},
year={2007}
}
@phdthesis{jeremythesis,
author = {J~R Coyle},
title = {Computational Considerations for Targeted Learning},
school = {U.C. Berkeley},
year = {2017}
}
@book{vdl2011targeted,
title={Targeted Learning: Causal Inference for Observational and Experimental
Data},
author={{van der Laan}, M.~J and Rose, S.},
year={2011},
publisher={Springer Science \& Business Media}
}
@article{cvtmle2010,
author = {Zheng, W. and {van der Laan}, M.~J},
title = "{Asymptotic Theory for Cross-validated Targeted Maximum Likelihood Estimation}",
journal = {U.C. Berkeley Division of Biostatistics Working Paper Series.},
year = 2010,
adsurl = {https://biostats.bepress.com/ucbbiostat/paper273},
}
@article{luedtke2016super,
Author = {Luedtke, A. and {van der Laan}, M.~J},
Journal = {International Journal of Biostatistics},
Note = {PMID: 27227726},
Number = {1},
Pages = {305--332},
Title = {Super-learning of an optimal dynamic treatment rule},
Volume = {12},
Year = {2016}}
@article{vanderLaanLuedtke15,
Author = {{van der Laan}, M.~J and Luedtke, A.},
Journal = {Journal of Causal Inference},
Note = {PMCID: PMC4517487},
Number = {1},
Pages = {61--95},
Title = {Targeted learning of the mean outcome under an optimal dynamic treatment rule},
Volume = {3},
Year = {2015}}
@book{vdl2018targeted,
title={Targeted Learning in Data Science: Causal Inference for Complex
Longitudinal Studies},
author={{van der Laan}, M.~J and Rose, S.},
year={2018},
publisher={Springer Science \& Business Media}
}
@incollection{malenica2021opttx,
title = {Optimal Individualized Treatment Regimes},
booktitle = {Targeted Learning in R: Causal Data Science with the tlverse Software Ecosystem},
author = {Malenica, Ivana},
year = {2021},
chapter = {8}
}