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@book{vdl2011targeted,
title = {Targeted Learning: Causal Inference for Observational and
Experimental Data},
author = {{van der Laan}, Mark J. and Rose, Sherri},
year = {2011},
publisher = {Springer Science \& Business Media}
}
@book{vdl2018targeted,
title = {Targeted Learning in Data Science: Causal Inference for Complex
Longitudinal Studies},
author = {{van der Laan}, Mark J and Rose, Sherri},
year = {2018},
publisher = {Springer Science \& Business Media}
}
@article{smyth2004linear,
doi = {10.2202/1544-6115.1027},
url = {https://dx.doi.org/10.2202/1544-6115.1027},
year = {2004},
month = {January},
publisher = {Walter de Gruyter},
volume = {3},
number = {1},
pages = {1--25},
author = {Smyth, Gordon K.},
title = {Linear Models and Empirical Bayes Methods for Assessing Differential
Expression in Microarray Experiments},
journal = {Statistical Applications in Genetics and Molecular Biology}
}
@article{hejazi2021generalization,
doi = {},
url = {https://arxiv.org/abs/1710.05451},
year = {2021},
publisher = {},
volume = {},
number = {},
pages = {},
author = {Hejazi, Nima S and {van der Laan}, Mark J and Hubbard, Alan E},
title = {A generalization of moderated statistics to data adaptive
semiparametric estimation in high-dimensional biology},
journal = {under review}
}
@article{pollard2008supervised,
title={Supervised distance matrices},
author={Pollard, Katherine S and {van der Laan}, Mark J},
journal={Statistical applications in genetics and molecular biology},
volume={7},
number={1},
year={2008},
publisher={De Gruyter}
}
@article{benjamini1995controlling,
title={Controlling the false discovery rate: a practical and powerful
approach to multiple testing},
author={Benjamini, Yoav and Hochberg, Yosef},
journal={Journal of the royal statistical society. Series B
(Methodological)},
pages={289--300},
year={1995},
publisher={JSTOR}
}
@book{pearl2000causality,
title={Causality: Models, Reasoning, and Inference},
author={Pearl, Judea},
year={2000},
publisher={Cambridge University Press}
}
@article{tuglus2009modified,
doi = {10.2202/1544-6115.1397},
url = {https://dx.doi.org/10.2202/1544-6115.1397},
year = {2009},
month = {January},
publisher = {Walter de Gruyter},
volume = {8},
number = {1},
pages = {1--15},
author = {Tuglus, Catherine and {van der Laan}, Mark J.},
title = {Modified {FDR} Controlling Procedure for Multi-Stage Analyses},
journal = {Statistical Applications in Genetics and Molecular Biology}
}
@book{tsiatis2007semiparametric,
title={Semiparametric theory and missing data},
author={Tsiatis, Anastasios},
year={2007},
publisher={Springer Science \& Business Media}
}
@article{rosenblum2009confidence,
title={Confidence intervals for the population mean tailored to small sample
sizes, with applications to survey sampling},
author={Rosenblum, Michael A and {van der Laan}, Mark J},
journal={The international journal of biostatistics},
volume={5},
number={1},
year={2009},
publisher={De Gruyter}
}
@article{bembom2009biomarker,
title={Biomarker discovery using targeted maximum-likelihood estimation:
Application to the treatment of antiretroviral-resistant HIV infection},
author={Bembom, Oliver and Petersen, Maya L and Rhee, Soo-Yon and Fessel, W
Jeffrey and Sinisi, Sandra E and Shafer, Robert W and {van der Laan}, Mark
J},
journal={Statistics in medicine},
volume={28},
number={1},
pages={152--172},
year={2009},
publisher={Wiley Online Library}
}