Scholar
Deanna Needell
Google Scholar ID: SFGUFjEAAAAJ
Professor of Mathematics, UCLA
Mathematical signal processing
statistics
compressed sensing
numerical linear algebra
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Citations & Impact
All-time
Citations
6,062
H-index
30
i10-index
86
Publications
20
Co-authors
4
list available
Contact
CV
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Publications
13 items
Harmful Overfitting in Sobolev Spaces
2026
Cited
0
Learn to Evolve: Self-supervised Neural JKO Operator for Wasserstein Gradient Flow
arXiv.org · 2026
Cited
0
Are Greedy Task Orderings Better Than Random in Continual Linear Regression?
2025
Cited
0
Stable Phase Retrieval: Optimal Rates in Poisson and Heavy-tailed Models
2025
Cited
0
Observational Multiplicity
2025
Cited
0
Manifold Learning with Normalizing Flows: Towards Regularity, Expressivity and Iso-Riemannian Geometry
2025
Cited
0
Quantile-Based Randomized Kaczmarz for Corrupted Tensor Linear Systems
2025
Cited
0
Cauchy Random Features for Operator Learning in Sobolev Space
2025
Cited
0
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Resume (English only)
Research Experience
Professor at the Department of Mathematics, UCLA
Background
Professor of Mathematics
Dunn Family Endowed Chair in Data Theory
Executive Director, Institute for Digital Research and Education (IDRE)
Strives for an inclusive workspace and world
Dedicates all that she does to her father, George
Miscellany
Email: deanna@math.ucla.edu
Postal: Department of Mathematics, Univ. of California, Los Angeles, 520 Portola Plaza, Los Angeles, CA 90095
Office: Mathematical Sciences Building 7620C
Phone: 310-206-9124
Co-authors
4 total
Joel A. Tropp
Steele Family Professor of Applied & Computational Mathematics, Caltech
Emmanuel Candes
The Simons Chair in Mathematics and Statistics, Stanford University
Co-author 3
Michael B. Wakin
Professor, Electrical Engineering, Colorado School of Mines
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