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How to reduce dimension with PCA and random projections?
Yang F, Liu S, Dobriban E, Woodruff DP. Yang F, et al. Among authors: dobriban e. IEEE Trans Inf Theory. 2021 Dec;67(12):8154-8189. doi: 10.1109/tit.2021.3112821. Epub 2021 Sep 14. IEEE Trans Inf Theory. 2021. PMID: 35695837 Free PMC article.
Regularity Properties for Sparse Regression.
Dobriban E, Fan J. Dobriban E, et al. Commun Math Stat. 2016 Mar;4(1):1-19. doi: 10.1007/s40304-015-0078-6. Epub 2016 Mar 14. Commun Math Stat. 2016. PMID: 27330929 Free PMC article.