Concepedia

Deanna Needell

DN

Statistics

Publications

63

Citations

10.7K

H-Index

30

Active since

2007

Affiliations

University of California, Los Angeles(Current)

Claremont McKenna College

University of California, Davis

Stanford University

California Institute of Technology

Deanna Needell is an author at University of California, Los Angeles specializing in engineering, inverse problems, and signal processing.

Top concepts

EngineeringInverse ProblemsSignal ProcessingCompressive SensingComputer ScienceApproximation TheoryData ScienceMachine LearningMathematical ProgrammingSparse Imaging

Publications per year

2007–2024

63

Publications

63

CoSaMP: Iterative signal recovery from incomplete and inaccurate samples

Deanna Needell, Joel A. Tropp · Applied and Computational Harmonic Analysis · 2008 · 4.3K citations

Iterative Signal Recovery, Engineering, Compressive Sensing +3

Uniform Uncertainty Principle and Signal Recovery via Regularized Orthogonal Matching Pursuit

Deanna Needell, Roman Vershynin · Foundations of Computational Mathematics · 2008 · 937 citations

Signal Recovery, Sparse Representation, Engineering +8

Compressed sensing with coherent and redundant dictionaries

Emmanuel J. Candès, Yonina C. Eldar, Deanna Needell et al. · Applied and Computational Harmonic Analysis · 2010 · 907 citations

Sparse Representation, Engineering, Compressive Sensing +4

Signal Recovery From Incomplete and Inaccurate Measurements Via Regularized Orthogonal Matching Pursuit

Deanna Needell, Roman Vershynin · IEEE Journal of Selected Topics in Signal Processing · 2010 · 841 citations

Computational Science, Signal Recovery, Simple Greedy +14

Stochastic gradient descent, weighted sampling, and the randomized Kaczmarz algorithm

Deanna Needell, Nathan Srebro, Rachel Ward · Mathematical Programming · 2015 · 435 citations

Engineering, Machine Learning, Computational Learning Theory +5

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