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Joel A. Tropp
Joel A. Tropp
Steele Family Professor of Applied & Computational Mathematics, Caltech
Verified email at caltech.edu - Homepage
Title
Cited by
Cited by
Year
Signal recovery from random measurements via orthogonal matching pursuit
JA Tropp, AC Gilbert
IEEE Transactions on information theory 53 (12), 4655-4666, 2007
120522007
CoSaMP: Iterative signal recovery from incomplete and inaccurate samples
D Needell, JA Tropp
Applied and computational harmonic analysis 26 (3), 301-321, 2009
58932009
Finding structure with randomness: Probabilistic algorithms for constructing approximate matrix decompositions
N Halko, PG Martinsson, JA Tropp
SIAM review 53 (2), 217-288, 2011
48762011
Greed is good: Algorithmic results for sparse approximation
JA Tropp
IEEE Transactions on Information theory 50 (10), 2231-2242, 2004
45652004
User-friendly tail bounds for sums of random matrices
JA Tropp
Foundations of computational mathematics 12, 389-434, 2012
19682012
Just relax: Convex programming methods for identifying sparse signals in noise
JA Tropp
IEEE transactions on information theory 52 (3), 1030-1051, 2006
1804*2006
Algorithms for simultaneous sparse approximation. Part I: Greedy pursuit
JA Tropp, AC Gilbert, MJ Strauss
Signal processing 86 (3), 572-588, 2006
15832006
Computational methods for sparse solution of linear inverse problems
JA Tropp, SJ Wright
Proceedings of the IEEE 98 (6), 948-958, 2010
14132010
Beyond Nyquist: Efficient sampling of sparse bandlimited signals
JA Tropp, JN Laska, MF Duarte, JK Romberg, RG Baraniuk
IEEE transactions on information theory 56 (1), 520-544, 2009
13852009
An introduction to matrix concentration inequalities
JA Tropp
Foundations and Trends® in Machine Learning 8 (1-2), 1-230, 2015
13592015
Algorithms for simultaneous sparse approximation. Part II: Convex relaxation
JA Tropp
Signal Processing 86 (3), 589-602, 2006
8692006
Living on the edge: Phase transitions in convex programs with random data
D Amelunxen, M Lotz, MB McCoy, JA Tropp
Information and Inference: A Journal of the IMA 3 (3), 224-294, 2014
640*2014
Designing structured tight frames via an alternating projection method
JA Tropp, IS Dhillon, RW Heath, T Strohmer
IEEE Transactions on information theory 51 (1), 188-209, 2005
5982005
Improved analysis of the subsampled randomized Hadamard transform
JA Tropp
Advances in Adaptive Data Analysis 3 (01n02), 115-126, 2011
3972011
Random filters for compressive sampling and reconstruction
JA Tropp, MB Wakin, MF Duarte, D Baron, RG Baraniuk
2006 IEEE International Conference on Acoustics Speech and Signal Processing …, 2006
3942006
Randomized numerical linear algebra: Foundations and algorithms
PG Martinsson, JA Tropp
Acta Numerica 29, 403-572, 2020
3912020
Simultaneous sparse approximation via greedy pursuit
JA Tropp, AC Gilbert, MJ Strauss
Proceedings.(ICASSP'05). IEEE International Conference on Acoustics, Speech …, 2005
3892005
One sketch for all: fast algorithms for compressed sensing
AC Gilbert, MJ Strauss, JA Tropp, R Vershynin
Proceedings of the thirty-ninth annual ACM symposium on Theory of computing …, 2007
3762007
Paved with good intentions: analysis of a randomized block Kaczmarz method
D Needell, JA Tropp
Linear Algebra and its Applications 441, 199-221, 2014
3382014
On the existence of equiangular tight frames
MA Sustik, JA Tropp, IS Dhillon, RW Heath Jr
Linear Algebra and its applications 426 (2-3), 619-635, 2007
3032007
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