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@article{DBLP:journals/csda/ZhouGZ24,
author = {Niwen Zhou and
Xu Guo and
Lixing Zhu},
title = {Significance test for semiparametric conditional average treatment
effects and other structural functions},
journal = {Comput. Stat. Data Anal.},
volume = {189},
pages = {107839},
year = {2024},
url = {https://doi.org/10.1016/j.csda.2023.107839},
doi = {10.1016/J.CSDA.2023.107839},
timestamp = {Tue, 24 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/csda/ZhouGZ24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sac/RuhlF24,
author = {Jasmin R{\"{u}}hl and
Sarah Friedrich},
title = {Resampling-based confidence intervals and bands for the average treatment
effect in observational studies with competing risks},
journal = {Stat. Comput.},
volume = {34},
number = {3},
pages = {101},
year = {2024},
url = {https://doi.org/10.1007/s11222-024-10420-w},
doi = {10.1007/S11222-024-10420-W},
timestamp = {Sat, 04 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sac/RuhlF24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-02672,
author = {Yuji Kawamata and
Ryoki Motai and
Yukihiko Okada and
Akira Imakura and
Tetsuya Sakurai},
title = {Estimation of conditional average treatment effects on distributed
data: {A} privacy-preserving approach},
journal = {CoRR},
volume = {abs/2402.02672},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.02672},
doi = {10.48550/ARXIV.2402.02672},
eprinttype = {arXiv},
eprint = {2402.02672},
timestamp = {Thu, 15 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-02672.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-12400,
author = {Shinpei Nakamura{-}Sakai and
Laura Forastiere and
Brian Macdonald},
title = {Estimating the age-conditioned average treatment effects curves: An
application for assessing load-management strategies in the {NBA}},
journal = {CoRR},
volume = {abs/2402.12400},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.12400},
doi = {10.48550/ARXIV.2402.12400},
eprinttype = {arXiv},
eprint = {2402.12400},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-12400.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-03240,
author = {Masahiro Kato},
title = {Triple/Debiased Lasso for Statistical Inference of Conditional Average
Treatment Effects},
journal = {CoRR},
volume = {abs/2403.03240},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.03240},
doi = {10.48550/ARXIV.2403.03240},
eprinttype = {arXiv},
eprint = {2403.03240},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-03240.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/algorithms/GalatroTNCJJBA23,
author = {Daniela Galatro and
Rosario Trigo{-}Ferre and
Allana Nakashook{-}Zettler and
Vincenzo Costanzo{-}{\'{A}}lvarez and
Melanie Jeffrey and
Maria Jacome and
Jason Bazylak and
Cristina H. Amon},
title = {Framework for Evaluating Potential Causes of Health Risk Factors Using
Average Treatment Effect and Uplift Modelling},
journal = {Algorithms},
volume = {16},
number = {3},
pages = {166},
year = {2023},
url = {https://doi.org/10.3390/a16030166},
doi = {10.3390/A16030166},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/algorithms/GalatroTNCJJBA23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cmpb/VakulenkoLagunMCZAD23,
author = {Bella Vakulenko{-}Lagun and
Colin G. Magdamo and
Marie{-}Laure Charpignon and
Bang Zheng and
Mark W. Albers and
Sudeshna Das},
title = {causalCmprsk: An {R} package for nonparametric and Cox-based estimation
of average treatment effects in competing risks data},
journal = {Comput. Methods Programs Biomed.},
volume = {242},
pages = {107819},
year = {2023},
url = {https://doi.org/10.1016/j.cmpb.2023.107819},
doi = {10.1016/J.CMPB.2023.107819},
timestamp = {Sun, 17 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cmpb/VakulenkoLagunMCZAD23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cssc/Takahashi23,
author = {Masayoshi Takahashi},
title = {Multiple imputation regression discontinuity designs: Alternative
to regression discontinuity designs to estimate the local average
treatment effect at the cutoff},
journal = {Commun. Stat. Simul. Comput.},
volume = {52},
number = {9},
pages = {4293--4312},
year = {2023},
url = {https://doi.org/10.1080/03610918.2021.1960374},
doi = {10.1080/03610918.2021.1960374},
timestamp = {Wed, 01 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cssc/Takahashi23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/ZiyuKLCWXW23,
author = {Zhao Ziyu and
Kun Kuang and
Bo Li and
Peng Cui and
Runze Wu and
Jun Xiao and
Fei Wu},
title = {Differentiated matching for individual and average treatment effect
estimation},
journal = {Data Min. Knowl. Discov.},
volume = {37},
number = {1},
pages = {205--227},
year = {2023},
url = {https://doi.org/10.1007/s10618-022-00886-5},
doi = {10.1007/S10618-022-00886-5},
timestamp = {Tue, 31 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/datamine/ZiyuKLCWXW23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jossw/Wolf23,
author = {Jack M. Wolf},
title = {tehtuner: An {R} package to fit and tune models for the conditional
average treatment effect},
journal = {J. Open Source Softw.},
volume = {8},
number = {87},
pages = {5453},
year = {2023},
url = {https://doi.org/10.21105/joss.05453},
doi = {10.21105/JOSS.05453},
timestamp = {Fri, 07 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jossw/Wolf23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmlr/VowelsACB23,
author = {Matthew James Vowels and
Sina Akbari and
Necati Cihan Camg{\"{o}}z and
Richard Bowden},
title = {A Free Lunch with Influence Functions? An Empirical Evaluation of
Influence Functions for Average Treatment Effect Estimation},
journal = {Trans. Mach. Learn. Res.},
volume = {2023},
year = {2023},
url = {https://openreview.net/forum?id=dQxBRqCjLr},
timestamp = {Thu, 18 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tmlr/VowelsACB23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/KuzmanovicHF23,
author = {Milan Kuzmanovic and
Tobias Hatt and
Stefan Feuerriegel},
editor = {Francisco J. R. Ruiz and
Jennifer G. Dy and
Jan{-}Willem van de Meent},
title = {Estimating Conditional Average Treatment Effects with Missing Treatment
Information},
booktitle = {International Conference on Artificial Intelligence and Statistics,
25-27 April 2023, Palau de Congressos, Valencia, Spain},
series = {Proceedings of Machine Learning Research},
volume = {206},
pages = {746--766},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v206/kuzmanovic23a.html},
timestamp = {Mon, 19 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/KuzmanovicHF23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/Sverdrup023,
author = {Erik Sverdrup and
Yifan Cui},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {Proximal Causal Learning of Conditional Average Treatment Effects},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {33285--33298},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/sverdrup23a.html},
timestamp = {Mon, 28 Aug 2023 17:23:08 +0200},
biburl = {https://dblp.org/rec/conf/icml/Sverdrup023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HanSZ23,
author = {Larry Han and
Zhu Shen and
Jos{\'{e}} R. Zubizarreta},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Multiply Robust Federated Estimation of Targeted Average 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/def4492b32f0248a0e4d92cc46bbdaad-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/HanSZ23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-12600,
author = {Larry Han and
Zhu Shen and
Jos{\'{e}} R. Zubizarreta},
title = {Multiply Robust Federated Estimation of Targeted Average Treatment
Effects},
journal = {CoRR},
volume = {abs/2309.12600},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2309.12600},
doi = {10.48550/ARXIV.2309.12600},
eprinttype = {arXiv},
eprint = {2309.12600},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2309-12600.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-16819,
author = {Masahiro Kato and
Masaaki Imaizumi},
title = {{CATE} Lasso: Conditional Average Treatment Effect Estimation with
High-Dimensional Linear Regression},
journal = {CoRR},
volume = {abs/2310.16819},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.16819},
doi = {10.48550/ARXIV.2310.16819},
eprinttype = {arXiv},
eprint = {2310.16819},
timestamp = {Tue, 31 Oct 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-16819.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/SunCT22,
author = {Baoluo Sun and
Yifan Cui and
Eric Tchetgen Tchetgen},
title = {Selective Machine Learning of the Average Treatment Effect with an
Invalid Instrumental Variable},
journal = {J. Mach. Learn. Res.},
volume = {23},
pages = {204:1--204:40},
year = {2022},
url = {http://jmlr.org/papers/v23/21-1120.html},
timestamp = {Wed, 07 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/SunCT22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/ShinodaH22,
author = {Kazuhiko Shinoda and
Takahiro Hoshino},
title = {Estimation of Local Average Treatment Effect by Data Combination},
booktitle = {Thirty-Sixth {AAAI} Conference on Artificial Intelligence, {AAAI}
2022, Thirty-Fourth Conference on Innovative Applications of Artificial
Intelligence, {IAAI} 2022, The Twelveth Symposium on Educational Advances
in Artificial Intelligence, {EAAI} 2022 Virtual Event, February 22
- March 1, 2022},
pages = {8295--8303},
publisher = {{AAAI} Press},
year = {2022},
url = {https://doi.org/10.1609/aaai.v36i8.20804},
doi = {10.1609/AAAI.V36I8.20804},
timestamp = {Fri, 08 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/ShinodaH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/HuangLWYMYWH22,
author = {Yiyan Huang and
Cheuk Hang Leung and
Qi Wu and
Xing Yan and
Shumin Ma and
Zhiri Yuan and
Dongdong Wang and
Zhixiang Huang},
title = {Robust Causal Learning for the Estimation of Average Treatment Effects},
booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2022, Padua,
Italy, July 18-23, 2022},
pages = {1--9},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/IJCNN55064.2022.9892344},
doi = {10.1109/IJCNN55064.2022.9892344},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/HuangLWYMYWH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-05245,
author = {Masahiro Kato and
Masaaki Imaizumi},
title = {Benign-Overfitting in Conditional Average Treatment Effect Prediction
with Linear Regression},
journal = {CoRR},
volume = {abs/2202.05245},
year = {2022},
url = {https://arxiv.org/abs/2202.05245},
eprinttype = {arXiv},
eprint = {2202.05245},
timestamp = {Tue, 01 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-05245.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-01422,
author = {Milan Kuzmanovic and
Tobias Hatt and
Stefan Feuerriegel},
title = {Estimating Conditional Average Treatment Effects with Missing Treatment
Information},
journal = {CoRR},
volume = {abs/2203.01422},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2203.01422},
doi = {10.48550/ARXIV.2203.01422},
eprinttype = {arXiv},
eprint = {2203.01422},
timestamp = {Wed, 16 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2203-01422.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-14692,
author = {Alexis Bellot and
Anish Dhir and
Giulia Prando},
title = {Generalization bounds and algorithms for estimating conditional average
treatment effect of dosage},
journal = {CoRR},
volume = {abs/2205.14692},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.14692},
doi = {10.48550/ARXIV.2205.14692},
eprinttype = {arXiv},
eprint = {2205.14692},
timestamp = {Wed, 01 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-14692.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/HattF21,
author = {Tobias Hatt and
Stefan Feuerriegel},
editor = {Gianluca Demartini and
Guido Zuccon and
J. Shane Culpepper and
Zi Huang and
Hanghang Tong},
title = {Estimating Average Treatment Effects via Orthogonal Regularization},
booktitle = {{CIKM} '21: The 30th {ACM} International Conference on Information
and Knowledge Management, Virtual Event, Queensland, Australia, November
1 - 5, 2021},
pages = {680--689},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3459637.3482339},
doi = {10.1145/3459637.3482339},
timestamp = {Tue, 16 Aug 2022 23:04:38 +0200},
biburl = {https://dblp.org/rec/conf/cikm/HattF21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2101-08490,
author = {Tobias Hatt and
Stefan Feuerriegel},
title = {Estimating Average Treatment Effects via Orthogonal Regularization},
journal = {CoRR},
volume = {abs/2101.08490},
year = {2021},
url = {https://arxiv.org/abs/2101.08490},
eprinttype = {arXiv},
eprint = {2101.08490},
timestamp = {Sat, 30 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2101-08490.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-04939,
author = {Brian G. Vegetabile},
title = {On the Distinction Between "Conditional Average Treatment Effects"
{(CATE)} and "Individual Treatment Effects" {(ITE)} Under Ignorability
Assumptions},
journal = {CoRR},
volume = {abs/2108.04939},
year = {2021},
url = {https://arxiv.org/abs/2108.04939},
eprinttype = {arXiv},
eprint = {2108.04939},
timestamp = {Fri, 20 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2108-04939.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-05175,
author = {Kazuhiko Shinoda and
Takahiro Hoshino},
title = {Estimation of Local Average Treatment Effect by Data Combination},
journal = {CoRR},
volume = {abs/2109.05175},
year = {2021},
url = {https://arxiv.org/abs/2109.05175},
eprinttype = {arXiv},
eprint = {2109.05175},
timestamp = {Wed, 22 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2109-05175.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-06707,
author = {Adam Izdebski and
Patrick J. Thoral and
Robbert C. A. Lalisang and
Dean M. McHugh and
Robert Entjes and
Nardo J. M. van der Meer and
Dave A. Dongelmans and
Age D. Boelens and
Sander Rigter and
Stefaan H. A. Hendriks and
Remko de Jong and
Marlijn J. A. Kamps and
Marco A. A. Peters and
A. Karakus and
Diederik Gommers and
Dharmanand Ramnarain and
Evert{-}Jan Wils and
Sefanja Achterberg and
Ralph Nowitzky and
Walter van den Tempel and
Cornelis P. C. de Jager and
Fleur G. C. A. Nooteboom and
Evelien Oostdijk and
Peter Koetsier and
Alexander D. Cornet and
Auke C. Reidinga and
Wouter de Ruijter and
Rob J. Bosman and
Tim Frenzel and
Louise C. Urlings{-}Strop and
Paul de Jong and
Ellen G. M. Smit and
Olaf L. Cremer and
Frits H. M. van Osch and
Harald J. Faber and
Judith Lens and
Gert B. Brunnekreef and
Barbara Festen{-}Spanjer and
Tom Dormans and
Bram Simons and
A. A. Rijkeboer and
Annemieke Dijkstra and
M. Sesmu Arbous and
Marcel Aries and
Menno Beukema and
Rutger van Raalte and
Martijn van Tellingen and
Niels C. Gritters van den Oever and
Paul W. G. Elbers and
Giovanni Cin{\`{a}}},
title = {A pragmatic approach to estimating average treatment effects from
{EHR} data: the effect of prone positioning on mechanically ventilated
{COVID-19} patients},
journal = {CoRR},
volume = {abs/2109.06707},
year = {2021},
url = {https://arxiv.org/abs/2109.06707},
eprinttype = {arXiv},
eprint = {2109.06707},
timestamp = {Tue, 18 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2109-06707.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-01574,
author = {Xinze Du and
Yingying Fan and
Jinchi Lv and
Tianshu Sun and
Patrick Vossler},
title = {Dimension-Free Average Treatment Effect Inference with Deep Neural
Networks},
journal = {CoRR},
volume = {abs/2112.01574},
year = {2021},
url = {https://arxiv.org/abs/2112.01574},
eprinttype = {arXiv},
eprint = {2112.01574},
timestamp = {Wed, 08 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2112-01574.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/RotnitzkyS20,
author = {Andrea Rotnitzky and
Ezequiel Smucler},
title = {Efficient Adjustment Sets for Population Average Causal Treatment
Effect Estimation in Graphical Models},
journal = {J. Mach. Learn. Res.},
volume = {21},
pages = {188:1--188:86},
year = {2020},
url = {http://jmlr.org/papers/v21/19-1026.html},
timestamp = {Wed, 18 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jmlr/RotnitzkyS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/rjour/ShuY19,
author = {Di Shu and
Grace Y. Yi},
title = {ipwErrorY: An {R} Package for Estimation of Average Treatment Effect
with Misclassified Binary Outcome},
journal = {R J.},
volume = {11},
number = {1},
pages = {337},
year = {2019},
url = {https://doi.org/10.32614/rj-2019-029},
doi = {10.32614/RJ-2019-029},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/rjour/ShuY19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cbms/GhanemA19,
author = {Angi Nazih Ghanem and
{\"{O}}zden G{\"{u}}r Ali},
title = {Evaluating Average and Heterogeneous Treatment Effects In Light of
Domain Knowledge: Impact of Behaviors on Disease Prevalence},
booktitle = {32nd {IEEE} International Symposium on Computer-Based Medical Systems,
{CBMS} 2019, Cordoba, Spain, June 5-7, 2019},
pages = {423--428},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/CBMS.2019.00089},
doi = {10.1109/CBMS.2019.00089},
timestamp = {Wed, 16 Oct 2019 14:14:49 +0200},
biburl = {https://dblp.org/rec/conf/cbms/GhanemA19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RayS19,
author = {Kolyan Ray and
Botond Szab{\'{o}}},
editor = {Hanna M. Wallach and
Hugo Larochelle and
Alina Beygelzimer and
Florence d'Alch{\'{e}}{-}Buc and
Emily B. Fox and
Roman Garnett},
title = {Debiased Bayesian inference for average treatment effects},
booktitle = {Advances in Neural Information Processing Systems 32: Annual Conference
on Neural Information Processing Systems 2019, NeurIPS 2019, December
8-14, 2019, Vancouver, BC, Canada},
pages = {11929--11939},
year = {2019},
url = {https://proceedings.neurips.cc/paper/2019/hash/342285bb2a8cadef22f667eeb6a63732-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/RayS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-12078,
author = {Kolyan Ray and
Botond Szab{\'{o}}},
title = {Debiased Bayesian inference for average treatment effects},
journal = {CoRR},
volume = {abs/1909.12078},
year = {2019},
url = {http://arxiv.org/abs/1909.12078},
eprinttype = {arXiv},
eprint = {1909.12078},
timestamp = {Fri, 27 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1909-12078.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-00306,
author = {Andrea Rotnitzky and
Ezequiel Smucler},
title = {Efficient adjustment sets for population average treatment effect
estimation in non-parametric causal graphical models},
journal = {CoRR},
volume = {abs/1912.00306},
year = {2019},
url = {http://arxiv.org/abs/1912.00306},
eprinttype = {arXiv},
eprint = {1912.00306},
timestamp = {Tue, 07 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-00306.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-06977,
author = {Steve Yadlowsky and
Fabio Pellegrini and
Federica Lionetto and
Stefan Braune and
Lu Tian},
title = {Estimation and Validation of a Class of Conditional Average Treatment
Effects Using Observational Data},
journal = {CoRR},
volume = {abs/1912.06977},
year = {2019},
url = {http://arxiv.org/abs/1912.06977},
eprinttype = {arXiv},
eprint = {1912.06977},
timestamp = {Tue, 07 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-06977.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/crc/p/Lendle16,
author = {Sam Lendle},
editor = {Peter B{\"{u}}hlmann and
Petros Drineas and
Michael J. Kane and
Mark J. van der Laan},
title = {Online Estimation of the Average Treatment Effect},
booktitle = {Handbook of Big Data},
pages = {429--438},
publisher = {Chapman and Hall/CRC},
year = {2016},
url = {http://www.crcnetbase.com/doi/abs/10.1201/b19567-32},
doi = {10.1201/B19567-32},
timestamp = {Tue, 03 Mar 2020 13:17:02 +0100},
biburl = {https://dblp.org/rec/books/crc/p/Lendle16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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