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ORCIDBibTeX records: Mark J. van der Laan
@inproceedings{DBLP:conf/icml/ShirakawaLWQLZI24,
author = {Toru Shirakawa and
Yi Li and
Yulun Wu and
Sky Qiu and
Yuxuan Li and
Mingduo Zhao and
Hiroyasu Iso and
Mark J. van der Laan},
title = {Longitudinal Targeted Minimum Loss-based Estimation with Temporal-Difference
Heterogeneous Transformer},
booktitle = {Forty-first International Conference on Machine Learning, {ICML} 2024,
Vienna, Austria, July 21-27, 2024},
publisher = {OpenReview.net},
year = {2024},
url = {https://openreview.net/forum?id=CHz7WshPcp},
timestamp = {Mon, 02 Sep 2024 16:45:29 +0200},
biburl = {https://dblp.org/rec/conf/icml/ShirakawaLWQLZI24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2404-04399,
author = {Toru Shirakawa and
Yi Li and
Yulun Wu and
Sky Qiu and
Yuxuan Li and
Mingduo Zhao and
Hiroyasu Iso and
Mark J. van der Laan},
title = {Longitudinal Targeted Minimum Loss-based Estimation with Temporal-Difference
Heterogeneous Transformer},
journal = {CoRR},
volume = {abs/2404.04399},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2404.04399},
doi = {10.48550/ARXIV.2404.04399},
eprinttype = {arXiv},
eprint = {2404.04399},
timestamp = {Wed, 29 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2404-04399.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2404-09847,
author = {Razieh Nabi and
Nima S. Hejazi and
Mark J. van der Laan and
David C. Benkeser},
title = {Statistical learning for constrained functional parameters in infinite-dimensional
models with applications in fair machine learning},
journal = {CoRR},
volume = {abs/2404.09847},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2404.09847},
doi = {10.48550/ARXIV.2404.09847},
eprinttype = {arXiv},
eprint = {2404.09847},
timestamp = {Wed, 29 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2404-09847.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2407-19118,
author = {Ahmed Alaa and
Rachael V. Phillips and
Emre Kiciman and
Laura Balzer and
Mark J. van der Laan and
Maya Petersen},
title = {Large Language Models as Co-Pilots for Causal Inference in Medical
Studies},
journal = {CoRR},
volume = {abs/2407.19118},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2407.19118},
doi = {10.48550/ARXIV.2407.19118},
eprinttype = {arXiv},
eprint = {2407.19118},
timestamp = {Sat, 24 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2407-19118.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcgs/BoileauHLD23,
author = {Philippe Boileau and
Nima S. Hejazi and
Mark J. van der Laan and
Sandrine Dudoit},
title = {Cross-Validated Loss-based Covariance Matrix Estimator Selection in
High Dimensions},
journal = {J. Comput. Graph. Stat.},
volume = {32},
number = {2},
pages = {601--612},
year = {2023},
url = {https://doi.org/10.1080/10618600.2022.2110883},
doi = {10.1080/10618600.2022.2110883},
timestamp = {Thu, 31 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jcgs/BoileauHLD23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jossw/McCoyHL23,
author = {David McCoy and
Alan E. Hubbard and
Mark J. van der Laan},
title = {CVtreeMLE: Efficient Estimation of Mixed Exposures using Data Adaptive
Decision Trees and Cross-Validated Targeted Maximum Likelihood Estimation
in {R}},
journal = {J. Open Source Softw.},
volume = {8},
number = {82},
pages = {4181},
year = {2023},
url = {https://doi.org/10.21105/joss.04181},
doi = {10.21105/JOSS.04181},
timestamp = {Tue, 28 Mar 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jossw/McCoyHL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jossw/McCoySHL23,
author = {David McCoy and
Alejandro Schuler and
Alan E. Hubbard and
Mark J. van der Laan},
title = {SuperNOVA: Semi-Parametric Identification and Estimation of Interaction
and Effect Modification in Mixed Exposures using Stochastic Interventions
in {R}},
journal = {J. Open Source Softw.},
volume = {8},
number = {91},
pages = {5422},
year = {2023},
url = {https://doi.org/10.21105/joss.05422},
doi = {10.21105/JOSS.05422},
timestamp = {Tue, 28 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jossw/McCoySHL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AlaaAL23,
author = {Ahmed M. Alaa and
Zaid Ahmad and
Mark J. van der Laan},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Conformal Meta-learners for Predictive Inference of Individual Treatment
Effects},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/94ab02a30b0e4a692a42ccd0b4c55399-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/AlaaAL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-12029,
author = {Ivana Malenica and
Rachael V. Phillips and
Daniel Lazzareschi and
Jeremy R. Coyle and
Romain Pirracchio and
Mark J. van der Laan},
title = {Multi-task Highly Adaptive Lasso},
journal = {CoRR},
volume = {abs/2301.12029},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2301.12029},
doi = {10.48550/ARXIV.2301.12029},
eprinttype = {arXiv},
eprint = {2301.12029},
timestamp = {Tue, 31 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2301-12029.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-14895,
author = {Ahmed Alaa and
Zaid Ahmad and
Mark J. van der Laan},
title = {Conformal Meta-learners for Predictive Inference of Individual Treatment
Effects},
journal = {CoRR},
volume = {abs/2308.14895},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.14895},
doi = {10.48550/ARXIV.2308.14895},
eprinttype = {arXiv},
eprint = {2308.14895},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-14895.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jossw/HejaziLB22,
author = {Nima S. Hejazi and
Mark J. van der Laan and
David C. Benkeser},
title = {'haldensify': Highly adaptive lasso conditional density estimation
in 'R'},
journal = {J. Open Source Softw.},
volume = {7},
number = {78},
pages = {4522},
year = {2022},
url = {https://doi.org/10.21105/joss.04522},
doi = {10.21105/JOSS.04522},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jossw/HejaziLB22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/ValdesIGL22,
author = {Gilmer Valdes and
Yannet Interian and
Efstathios D. Gennatas and
Mark J. van der Laan},
title = {The Conditional Super Learner},
journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
volume = {44},
number = {12},
pages = {10236--10243},
year = {2022},
url = {https://doi.org/10.1109/TPAMI.2021.3131976},
doi = {10.1109/TPAMI.2021.3131976},
timestamp = {Thu, 27 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pami/ValdesIGL22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-10697,
author = {Alejandro Schuler and
Mark J. van der Laan},
title = {The Selectively Adaptive Lasso},
journal = {CoRR},
volume = {abs/2205.10697},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.10697},
doi = {10.48550/ARXIV.2205.10697},
eprinttype = {arXiv},
eprint = {2205.10697},
timestamp = {Wed, 16 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-10697.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jossw/BoileauHCLD21,
author = {Philippe Boileau and
Nima S. Hejazi and
Brian Collica and
Mark J. van der Laan and
Sandrine Dudoit},
title = {cvCovEst: Cross-validated covariance matrix estimator selection and
evaluation in {R}},
journal = {J. Open Source Softw.},
volume = {6},
number = {63},
pages = {3273},
year = {2021},
url = {https://doi.org/10.21105/joss.03273},
doi = {10.21105/JOSS.03273},
timestamp = {Fri, 04 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jossw/BoileauHCLD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BibautKDCL21,
author = {Aur{\'{e}}lien Bibaut and
Nathan Kallus and
Maria Dimakopoulou and
Antoine Chambaz and
Mark J. van der Laan},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Risk Minimization from Adaptively Collected Data: Guarantees for Supervised
and Policy Learning},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {19261--19273},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/a0ae15571eb4a97ac1c34a114f1bb179-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/BibautKDCL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BibautDKCL21,
author = {Aur{\'{e}}lien Bibaut and
Maria Dimakopoulou and
Nathan Kallus and
Antoine Chambaz and
Mark J. van der Laan},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Post-Contextual-Bandit Inference},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {28548--28559},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/eff3058117fd4cf4d4c3af12e273a40f-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/BibautDKCL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-00102,
author = {Ivana Malenica and
Aur{\'{e}}lien Bibaut and
Mark J. van der Laan},
title = {Adaptive Sequential Design for a Single Time-Series},
journal = {CoRR},
volume = {abs/2102.00102},
year = {2021},
url = {https://arxiv.org/abs/2102.00102},
eprinttype = {arXiv},
eprint = {2102.00102},
timestamp = {Wed, 10 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-00102.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-00418,
author = {Aur{\'{e}}lien Bibaut and
Antoine Chambaz and
Maria Dimakopoulou and
Nathan Kallus and
Mark J. van der Laan},
title = {Post-Contextual-Bandit Inference},
journal = {CoRR},
volume = {abs/2106.00418},
year = {2021},
url = {https://arxiv.org/abs/2106.00418},
eprinttype = {arXiv},
eprint = {2106.00418},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-00418.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-01723,
author = {Aur{\'{e}}lien Bibaut and
Antoine Chambaz and
Maria Dimakopoulou and
Nathan Kallus and
Mark J. van der Laan},
title = {Risk Minimization from Adaptively Collected Data: Guarantees for Supervised
and Policy Learning},
journal = {CoRR},
volume = {abs/2106.01723},
year = {2021},
url = {https://arxiv.org/abs/2106.01723},
eprinttype = {arXiv},
eprint = {2106.01723},
timestamp = {Fri, 11 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-01723.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-10452,
author = {Ivana Malenica and
Rachael V. Phillips and
Romain Pirracchio and
Antoine Chambaz and
Alan E. Hubbard and
Mark J. van der Laan},
title = {Personalized Online Machine Learning},
journal = {CoRR},
volume = {abs/2109.10452},
year = {2021},
url = {https://arxiv.org/abs/2109.10452},
eprinttype = {arXiv},
eprint = {2109.10452},
timestamp = {Sun, 14 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2109-10452.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-12112,
author = {Mark J. van der Laan and
Sherri Rose},
title = {Why Machine Learning Cannot Ignore Maximum Likelihood Estimation},
journal = {CoRR},
volume = {abs/2110.12112},
year = {2021},
url = {https://arxiv.org/abs/2110.12112},
eprinttype = {arXiv},
eprint = {2110.12112},
timestamp = {Fri, 29 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-12112.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jossw/HejaziCL20,
author = {Nima S. Hejazi and
Jeremy R. Coyle and
Mark J. van der Laan},
title = {hal9001: Scalable highly adaptive lasso regression in {R}},
journal = {J. Open Source Softw.},
volume = {5},
number = {53},
pages = {2526},
year = {2020},
url = {https://doi.org/10.21105/joss.02526},
doi = {10.21105/JOSS.02526},
timestamp = {Tue, 16 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jossw/HejaziCL20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/BibautCL20,
author = {Aur{\'{e}}lien Bibaut and
Antoine Chambaz and
Mark J. van der Laan},
editor = {Ryan P. Adams and
Vibhav Gogate},
title = {Generalized Policy Elimination: an efficient algorithm for Nonparametric
Contextual Bandits},
booktitle = {Proceedings of the Thirty-Sixth Conference on Uncertainty in Artificial
Intelligence, {UAI} 2020, virtual online, August 3-6, 2020},
series = {Proceedings of Machine Learning Research},
volume = {124},
pages = {1099--1108},
publisher = {{AUAI} Press},
year = {2020},
url = {http://proceedings.mlr.press/v124/bibaut20a.html},
timestamp = {Tue, 07 May 2024 20:09:01 +0200},
biburl = {https://dblp.org/rec/conf/uai/BibautCL20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-02873,
author = {Aur{\'{e}}lien F. Bibaut and
Antoine Chambaz and
Mark J. van der Laan},
title = {Generalized Policy Elimination: an efficient algorithm for Nonparametric
Contextual Bandits},
journal = {CoRR},
volume = {abs/2003.02873},
year = {2020},
url = {https://arxiv.org/abs/2003.02873},
eprinttype = {arXiv},
eprint = {2003.02873},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-02873.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-03632,
author = {Aur{\'{e}}lien F. Bibaut and
Antoine Chambaz and
Mark J. van der Laan},
title = {Rate-adaptive model selection over a collection of black-box contextual
bandit algorithms},
journal = {CoRR},
volume = {abs/2006.03632},
year = {2020},
url = {https://arxiv.org/abs/2006.03632},
eprinttype = {arXiv},
eprint = {2006.03632},
timestamp = {Fri, 12 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-03632.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BibautMVL19,
author = {Aur{\'{e}}lien Bibaut and
Ivana Malenica and
Nikos Vlassis and
Mark J. van der Laan},
editor = {Kamalika Chaudhuri and
Ruslan Salakhutdinov},
title = {More Efficient Off-Policy Evaluation through Regularized Targeted
Learning},
booktitle = {Proceedings of the 36th International Conference on Machine Learning,
{ICML} 2019, 9-15 June 2019, Long Beach, California, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {97},
pages = {654--663},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v97/bibaut19a.html},
timestamp = {Tue, 11 Jun 2019 15:37:38 +0200},
biburl = {https://dblp.org/rec/conf/icml/BibautMVL19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-09731,
author = {Efstathios D. Gennatas and
Jerome H. Friedman and
Lyle H. Ungar and
Romain Pirracchio and
Eric Eaton and
L. Reichman and
Yannet Interian and
Charles B. Simone II and
A. Auerbach and
E. Delgado and
Mark J. van der Laan and
Timothy D. Solberg and
Gilmer Valdes},
title = {Expert-Augmented Machine Learning},
journal = {CoRR},
volume = {abs/1903.09731},
year = {2019},
url = {http://arxiv.org/abs/1903.09731},
eprinttype = {arXiv},
eprint = {1903.09731},
timestamp = {Wed, 16 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-09731.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-06292,
author = {Aur{\'{e}}lien F. Bibaut and
Ivana Malenica and
Nikos Vlassis and
Mark J. van der Laan},
title = {More Efficient Off-Policy Evaluation through Regularized Targeted
Learning},
journal = {CoRR},
volume = {abs/1912.06292},
year = {2019},
url = {http://arxiv.org/abs/1912.06292},
eprinttype = {arXiv},
eprint = {1912.06292},
timestamp = {Thu, 02 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-06292.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-06675,
author = {Gilmer Valdes and
Yannet Interian and
Efstathios D. Gennatas and
Mark J. van der Laan},
title = {Conditional Super Learner},
journal = {CoRR},
volume = {abs/1912.06675},
year = {2019},
url = {http://arxiv.org/abs/1912.06675},
eprinttype = {arXiv},
eprint = {1912.06675},
timestamp = {Tue, 18 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-06675.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-00734,
author = {Mark J. van der Laan and
Ivana Malenica},
title = {Robust Estimation of Data-Dependent Causal Effects based on Observing
a Single Time-Series},
journal = {CoRR},
volume = {abs/1809.00734},
year = {2018},
url = {https://doi.org/10.48550/arXiv.1809.00734},
doi = {10.48550/ARXIV.1809.00734},
eprinttype = {arXiv},
eprint = {1809.00734},
timestamp = {Fri, 07 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1809-00734.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/f1000research/HejaziPHL18,
author = {Nima S. Hejazi and
Rachael V. Phillips and
Alan E. Hubbard and
Mark J. van der Laan},
title = {\emph{methyvim}: Targeted, robust, and model-free differential methylation
analysis in {R}},
journal = {F1000Research},
volume = {7},
pages = {1424},
year = {2018},
url = {https://doi.org/10.12688/f1000research.16047.1},
doi = {10.12688/F1000RESEARCH.16047.1},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/f1000research/HejaziPHL18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/JuBL17,
author = {Cheng Ju and
Aur{\'{e}}lien Bibaut and
Mark J. van der Laan},
title = {The Relative Performance of Ensemble Methods with Deep Convolutional
Neural Networks for Image Classification},
journal = {CoRR},
volume = {abs/1704.01664},
year = {2017},
url = {http://arxiv.org/abs/1704.01664},
eprinttype = {arXiv},
eprint = {1704.01664},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/JuBL17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dsaa/BenkeserL16,
author = {David C. Benkeser and
Mark J. van der Laan},
title = {The Highly Adaptive Lasso Estimator},
booktitle = {2016 {IEEE} International Conference on Data Science and Advanced
Analytics, {DSAA} 2016, Montreal, QC, Canada, October 17-19, 2016},
pages = {689--696},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/DSAA.2016.93},
doi = {10.1109/DSAA.2016.93},
timestamp = {Fri, 17 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dsaa/BenkeserL16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/BalzerPL16,
author = {Laura Balzer and
Maya Petersen and
Mark J. van der Laan},
editor = {Peter B{\"{u}}hlmann and
Petros Drineas and
Michael J. Kane and
Mark J. van der Laan},
title = {Tutorial for Causal Inference},
booktitle = {Handbook of Big Data},
pages = {361--386},
publisher = {Chapman and Hall/CRC},
year = {2016},
url = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-28},
doi = {10.1201/B19567-28},
timestamp = {Tue, 03 Mar 2020 13:17:02 +0100},
biburl = {https://dblp.org/rec/books/crc/p/BalzerPL16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/HubbardL16,
author = {Alan E. Hubbard and
Mark J. van der Laan},
editor = {Peter B{\"{u}}hlmann and
Petros Drineas and
Michael J. Kane and
Mark J. van der Laan},
title = {Mining with Inference: Data-Adaptive Target Parameters},
booktitle = {Handbook of Big Data},
pages = {439--452},
publisher = {Chapman and Hall/CRC},
year = {2016},
url = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-33},
doi = {10.1201/B19567-33},
timestamp = {Sun, 14 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/books/crc/p/HubbardL16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/crc/hbd2016,
editor = {Peter B{\"{u}}hlmann and
Petros Drineas and
Michael J. Kane and
Mark J. van der Laan},
title = {Handbook of Big Data},
publisher = {Chapman and Hall/CRC},
year = {2016},
url = {http://www.crcnetbase.com/isbn/978-1-4822-4908-8},
isbn = {978-1-4822-4907-1},
timestamp = {Tue, 03 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/books/crc/hbd2016.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/WangL11,
author = {Hui Wang and
Mark J. van der Laan},
title = {Dimension Reduction with Gene Expression Data Using Targeted Variable
Importance Measurement},
journal = {{BMC} Bioinform.},
volume = {12},
pages = {312},
year = {2011},
url = {https://doi.org/10.1186/1471-2105-12-312},
doi = {10.1186/1471-2105-12-312},
timestamp = {Sun, 15 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bmcbi/WangL11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/MolinaroLL10,
author = {Annette M. Molinaro and
Karen Lostritto and
Mark J. van der Laan},
title = {\emph{partDSA}: deletion/substitution/addition algorithm for partitioning
the covariate space in prediction},
journal = {Bioinform.},
volume = {26},
number = {10},
pages = {1357--1363},
year = {2010},
url = {https://doi.org/10.1093/bioinformatics/btq142},
doi = {10.1093/BIOINFORMATICS/BTQ142},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/MolinaroLL10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/HaightWLT10,
author = {Thaddeus J. Haight and
Yue Wang and
Mark J. van der Laan and
Ira B. Tager},
title = {A cross-validation deletion-substitution-addition model selection
algorithm: Application to marginal structural models},
journal = {Comput. Stat. Data Anal.},
volume = {54},
number = {12},
pages = {3080--3094},
year = {2010},
url = {https://doi.org/10.1016/j.csda.2010.02.002},
doi = {10.1016/J.CSDA.2010.02.002},
timestamp = {Tue, 18 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csda/HaightWLT10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/BrookhartL06,
author = {M. Alan Brookhart and
Mark J. van der Laan},
title = {A semiparametric model selection criterion with applications to the
marginal structural model},
journal = {Comput. Stat. Data Anal.},
volume = {50},
number = {2},
pages = {475--498},
year = {2006},
url = {https://doi.org/10.1016/j.csda.2004.08.013},
doi = {10.1016/J.CSDA.2004.08.013},
timestamp = {Tue, 18 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csda/BrookhartL06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/NeugebauerL06,
author = {Romain Neugebauer and
Mark J. van der Laan},
title = {Causal effects in longitudinal studies: Definition and maximum likelihood
estimation},
journal = {Comput. Stat. Data Anal.},
volume = {51},
number = {3},
pages = {1664--1675},
year = {2006},
url = {https://doi.org/10.1016/j.csda.2006.06.013},
doi = {10.1016/J.CSDA.2006.06.013},
timestamp = {Tue, 18 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csda/NeugebauerL06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/NeugebauerL06a,
author = {Romain Neugebauer and
Mark J. van der Laan},
title = {G-computation estimation for causal inference with complex longitudinal
data},
journal = {Comput. Stat. Data Anal.},
volume = {51},
number = {3},
pages = {1676--1697},
year = {2006},
url = {https://doi.org/10.1016/j.csda.2006.06.016},
doi = {10.1016/J.CSDA.2006.06.016},
timestamp = {Tue, 18 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csda/NeugebauerL06a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcb/KelesLDC06,
author = {S{\"{u}}nd{\"{u}}z Keles and
Mark J. van der Laan and
Sandrine Dudoit and
Simon E. Cawley},
title = {Multiple Testing Methods For ChIP - Chip High Density Oligonucleotide
Array Data},
journal = {J. Comput. Biol.},
volume = {13},
number = {3},
pages = {579--613},
year = {2006},
url = {https://doi.org/10.1089/cmb.2006.13.579},
doi = {10.1089/CMB.2006.13.579},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jcb/KelesLDC06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/XingL05a,
author = {Biao Xing and
Mark J. van der Laan},
title = {A causal inference approach for constructing transcriptional regulatory
networks},
journal = {Bioinform.},
volume = {21},
number = {21},
pages = {4007--4013},
year = {2005},
url = {https://doi.org/10.1093/bioinformatics/bti648},
doi = {10.1093/BIOINFORMATICS/BTI648},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/XingL05a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcb/XingL05,
author = {Biao Xing and
Mark J. van der Laan},
title = {A Statistical Method for Constructing Transcriptional Regulatory Networks
Using Gene Expression and Sequence Data},
journal = {J. Comput. Biol.},
volume = {12},
number = {2},
pages = {229--246},
year = {2005},
url = {https://doi.org/10.1089/cmb.2005.12.229},
doi = {10.1089/CMB.2005.12.229},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jcb/XingL05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eccb/MukherjeeRL05,
author = {Sach Mukherjee and
Stephen J. Roberts and
Mark J. van der Laan},
title = {Data-adaptive test statistics for microarray data},
booktitle = {ECCB/JBI'05 Proceedings, Fourth European Conference on Computational
Biology/Sixth Meeting of the Spanish Bioinformatics Network (Jornadas
de BioInform{\'{a}}tica), Palacio de Congresos, Madrid, Spain,
September 28 - October 1, 2005},
pages = {114},
year = {2005},
url = {https://doi.org/10.1093/bioinformatics/bti1119},
doi = {10.1093/BIOINFORMATICS/BTI1119},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/eccb/MukherjeeRL05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/KelesLV04,
author = {S{\"{u}}nd{\"{u}}z Keles and
Mark J. van der Laan and
Chris Vulpe},
title = {Regulatory motif finding by logic regression},
journal = {Bioinform.},
volume = {20},
number = {16},
pages = {2799--2811},
year = {2004},
url = {https://doi.org/10.1093/bioinformatics/bth333},
doi = {10.1093/BIOINFORMATICS/BTH333},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/KelesLV04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/MiloslavskyL03,
author = {Maja Miloslavsky and
Mark J. van der Laan},
title = {Fitting of mixtures with unspecified number of components using cross
validation distance estimate},
journal = {Comput. Stat. Data Anal.},
volume = {41},
number = {3-4},
pages = {413--428},
year = {2003},
url = {https://doi.org/10.1016/S0167-9473(02)00166-4},
doi = {10.1016/S0167-9473(02)00166-4},
timestamp = {Tue, 18 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csda/MiloslavskyL03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigkdd/DudoitLKMST03,
author = {Sandrine Dudoit and
Mark J. van der Laan and
S{\"{u}}nd{\"{u}}z Keles and
Annette M. Molinaro and
Sandra E. Sinisi and
Siew Leng Teng},
title = {Loss-based estimation with cross-validation: applications to microarray
data analysis},
journal = {{SIGKDD} Explor.},
volume = {5},
number = {2},
pages = {56--68},
year = {2003},
url = {https://doi.org/10.1145/980972.980981},
doi = {10.1145/980972.980981},
timestamp = {Tue, 29 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sigkdd/DudoitLKMST03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/metmbs/PollardL03,
author = {Katherine S. Pollard and
Mark J. van der Laan},
editor = {Faramarz Valafar and
Homayoun Valafar},
title = {Multiple Testing for Gene Expression Data: An Investigation of Null
Distributions with Consequences for the Permutation Test},
booktitle = {Proceedings of the International Conference on Mathematics and Engineering
Techniques in Medicine and Biological Scienes, {METMBS} '03, June
23 - 26, 2003, Las Vegas, Nevada, {USA}},
pages = {3--9},
publisher = {{CSREA} Press},
year = {2003},
timestamp = {Thu, 23 Jun 2016 15:53:27 +0200},
biburl = {https://dblp.org/rec/conf/metmbs/PollardL03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/el/03/KelesLR03,
author = {S{\"{u}}nd{\"{u}}z Keles and
Mark J. van der Laan and
James M. Robins},
editor = {Narayanaswamy Balakrishnan and
Calyampudy Radhakrishna Rao},
title = {Estimation of the Bivariate Survival Function with Generalized Bivariate
Right Censored Data Structures},
booktitle = {Advances in Survival Analysis},
series = {Handbook of Statistics},
volume = {23},
pages = {143--173},
publisher = {North-Holland},
year = {2003},
url = {https://doi.org/10.1016/s0169-7161(03)23008-x},
doi = {10.1016/S0169-7161(03)23008-X},
timestamp = {Mon, 18 May 2020 15:22:16 +0200},
biburl = {https://dblp.org/rec/books/el/03/KelesLR03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/el/03/JewellL03,
author = {Nicholas P. Jewell and
Mark J. van der Laan},
editor = {Narayanaswamy Balakrishnan and
Calyampudy Radhakrishna Rao},
title = {Current Status Data: Review, Recent Developments and Open Problems},
booktitle = {Advances in Survival Analysis},
series = {Handbook of Statistics},
volume = {23},
pages = {625--642},
publisher = {North-Holland},
year = {2003},
url = {https://doi.org/10.1016/s0169-7161(03)23035-2},
doi = {10.1016/S0169-7161(03)23035-2},
timestamp = {Mon, 18 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/books/el/03/JewellL03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/KelesLE02,
author = {S{\"{u}}nd{\"{u}}z Keles and
Mark J. van der Laan and
Michael B. Eisen},
title = {Identification of regulatory elements using a feature selection method},
journal = {Bioinform.},
volume = {18},
number = {9},
pages = {1167--1175},
year = {2002},
url = {https://doi.org/10.1093/bioinformatics/18.9.1167},
doi = {10.1093/BIOINFORMATICS/18.9.1167},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/KelesLE02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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