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Recent developments in regularized Canonical Correlation Analysis (CCA) promise powerful methods for high-dimensional, multiview data analysis. However, justifying the structural assumptions behind many popular approaches remains a challenge, and fea
Externí odkaz:
http://arxiv.org/abs/2403.02979
Autor:
Li, Chenhao, Stražar, Martin, Mohamed, Ahmed M.T., Pacheco, Julian A., Walker, Rebecca L., Lebar, Tina, Zhao, Shijie, Lockart, Julia, Dame, Andrea, Thurimella, Kumar, Jeanfavre, Sarah, Brown, Eric M., Ang, Qi Yan, Berdy, Brittany, Sergio, Dallis, Invernizzi, Rachele, Tinoco, Antonio, Pishchany, Gleb, Vasan, Ramachandran S., Balskus, Emily, Huttenhower, Curtis, Vlamakis, Hera, Clish, Clary, Shaw, Stanley Y., Plichta, Damian R., Xavier, Ramnik J.
Publikováno v:
In Cell 11 April 2024 187(8):1834-1852
Akademický článek
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Publikováno v:
Molecular Ecology Resources; Jan2023, Vol. 23 Issue 1, p312-325, 14p
Publikováno v:
Molecular ecology resourcesREFERENCES. 23(1)
Funder: National Science Foundation; Id: http://dx.doi.org/10.13039/501100008982
Microbiome studies are often limited by a lack of statistical power due to small sample sizes and a large number of features. This problem is exacerbated in correla
Microbiome studies are often limited by a lack of statistical power due to small sample sizes and a large number of features. This problem is exacerbated in correla
Autor:
Thurimella K; Broad Institute of MIT and Harvard, Cambridge, MA, USA.; Center for Computational and Integrative Biology and Department of Molecular Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.; Department of Chemical Engineering and Biotechnology, University of Cambridge, Cambridge, UK.; School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA., Mohamed AMT; Broad Institute of MIT and Harvard, Cambridge, MA, USA.; Center for Computational and Integrative Biology and Department of Molecular Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA., Graham DB; Broad Institute of MIT and Harvard, Cambridge, MA, USA.; Center for Computational and Integrative Biology and Department of Molecular Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA., Owens RM; Department of Chemical Engineering and Biotechnology, University of Cambridge, Cambridge, UK., La Rosa SL; Faculty of Chemistry, Biotechnology and Food Science, Norwegian University of Life Sciences, Ås, Norway., Plichta DR; Broad Institute of MIT and Harvard, Cambridge, MA, USA.; Center for Computational and Integrative Biology and Department of Molecular Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA., Bacallado S; Department of Pure Mathematics and Mathematical Statistics, University of Cambridge, Cambridge, UK., Xavier RJ; Broad Institute of MIT and Harvard, Cambridge, MA, USA.; Center for Computational and Integrative Biology and Department of Molecular Biology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
Publikováno v:
BioRxiv : the preprint server for biology [bioRxiv] 2023 Oct 25. Date of Electronic Publication: 2023 Oct 25.