Principled and interpretable alignability testing and integration of single-cell data.
Ma R, Sun ED, Donoho D, Zou J.
Proc Natl Acad Sci U S A. 2024 Mar 05. 121(10):e2313719121. PMID: 38416677
My research interest lies in the intersection of statistics and biomedical data science. My current research focuses on (i) statistical inference for large random matrices and high-dimensional models, (ii) theoretical and computational underpinning of modern nonlinear embedding techniques and manifold learning algorithms, and (iii) developing principled and interpretable machine learning methods for biomedical sciences, especially for single-cell integrative genomics and multiomics.
MS, 05/2016, Statistics & Data Science
University of Wisconsin, Madison
BS, 06/2015, Statistics
Nankai University
PhD, 08/2021, Biostatistics
University of Pennsylvania
Postdoc, 08/2023, Statistics & Biomedical Data Science
Stanford University
SIAM Travel Award
Society for Industrial and Applied Mathematics
Saul Winegrad Award for Outstanding Dissertation
University of Pennsylvania
Lawrence D. Brown Ph.D. Student Award
Institute of Mathematical Statistics
Ma R, Sun ED, Donoho D, Zou J.
Proc Natl Acad Sci U S A. 2024 Mar 05. 121(10):e2313719121. PMID: 38416677
Sun ED, Ma R, Navarro Negredo P, Brunet A, Zou J.
Nat Methods. 2024 Mar. 21(3):444-454. PMID: 38347138
Einav T, Ma R.
Cell Rep Methods. 2023 08 28. 3(8):100540. PMID: 37671020
Kelly DE, Ramdas S, Ma R, Rawlings-Goss RA, Grant GR, Ranciaro A, Hirbo JB, Beggs W, Yeager M, Chanock S, Nyambo TB, Omar SA, Woldemeskel D, Belay G, Li H, Brown CD, Tishkoff SA.
Genome Biol. 2023 02 24. 24(1):35. PMID: 36829244
Ma R, Sun ED, Zou J.
Nat Commun. 2023 Feb 11. 14(1):780. PMID: 36774377
Sun ED, Ma R, Zou J.
Nat Comput Sci. 2023 Jan. 3(1):86-100. PMID: 38177955
Cai TT, Guo Z, Ma R.
J Am Stat Assoc. 2023. 118(542):1319-1332. PMID: 37366472
Ma R, Barnett I.
Biometrika. 2021 Mar. 108(1):1-16. PMID: 34305154
Ma R, Cai TT, Li H.
J Am Stat Assoc. 2021. 116(535):1358-1372. PMID: 34840367
Ma R, Cai TT, Li H.
J Am Stat Assoc. 2021. 116(534):984-998. PMID: 34421157