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Simultaneous dimension reduction and adjustment for confounding variation.
Proc Natl Acad Sci U S A. 2016 Dec 20;113(51):14662-14667. doi: 10.1073/pnas.1617317113. Epub 2016 Dec 7.
Proc Natl Acad Sci U S A. 2016.
PMID: 27930330
Free PMC article.
The importance of better models in stochastic optimization.
Asi H, Duchi JC.
Asi H, et al. Among authors: duchi jc.
Proc Natl Acad Sci U S A. 2019 Nov 12;116(46):22924-22930. doi: 10.1073/pnas.1908018116. Epub 2019 Oct 30.
Proc Natl Acad Sci U S A. 2019.
PMID: 31666325
Free PMC article.
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BOUNDS ON THE CONDITIONAL AND AVERAGE TREATMENT EFFECT WITH UNOBSERVED CONFOUNDING FACTORS.
Yadlowsky S, Namkoong H, Basu S, Duchi J, Tian L.
Yadlowsky S, et al. Among authors: duchi j.
Ann Stat. 2022 Oct;50(5):2587-2615. doi: 10.1214/22-aos2195. Epub 2022 Oct 27.
Ann Stat. 2022.
PMID: 38050638
Free PMC article.
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