Joel A. Tropp
Joel A. Tropp
Steele Family Professor of Applied & Computational Mathematics, Caltech
Verified email at caltech.edu - Homepage
TitleCited byYear
Signal recovery from random measurements via orthogonal matching pursuit
JA Tropp, AC Gilbert
IEEE Transactions on information theory 53 (12), 4655-4666, 2007
81822007
CoSaMP: Iterative signal recovery from incomplete and inaccurate samples
D Needell, JA Tropp
Applied and computational harmonic analysis 26 (3), 301-321, 2009
42002009
Greed is good: Algorithmic results for sparse approximation
JA Tropp
IEEE Transactions on Information theory 50 (10), 2231-2242, 2004
35202004
Finding structure with randomness: Probabilistic algorithms for constructing approximate matrix decompositions
N Halko, PG Martinsson, JA Tropp
SIAM review 53 (2), 217-288, 2011
21532011
Just relax: Convex programming methods for identifying sparse signals in noise
JA Tropp
IEEE transactions on information theory 52 (3), 1030-1051, 2006
1442*2006
Algorithms for simultaneous sparse approximation. Part I: Greedy pursuit
JA Tropp, AC Gilbert, MJ Strauss
Signal processing 86 (3), 572-588, 2006
11922006
Computational methods for sparse solution of linear inverse problems
JA Tropp, SJ Wright
Proceedings of the IEEE 98 (6), 948-958, 2010
10502010
Beyond Nyquist: Efficient sampling of sparse bandlimited signals
JA Tropp, JN Laska, MF Duarte, JK Romberg, RG Baraniuk
arXiv preprint arXiv:0902.0026, 2009
10492009
User-friendly tail bounds for sums of random matrices
JA Tropp
Foundations of computational mathematics 12 (4), 389-434, 2012
10222012
Algorithms for simultaneous sparse approximation. Part II: Convex relaxation
JA Tropp
Signal Processing 86 (3), 589-602, 2006
6562006
An introduction to matrix concentration inequalities
JA Tropp
Foundations and Trends® in Machine Learning 8 (1-2), 1-230, 2015
401*2015
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
3952005
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
359*2014
Random filters for compressive sampling and reconstruction
RG Baraniuk, M Wakin, MF Duarte, JA Tropp, D Baron
IEEE International Conference on Acoustics, Speech, and Signal Processing …, 2006
3562006
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
3082007
Simultaneous sparse approximation via greedy pursuit
JA Tropp, AC Gilbert, MJ Strauss
Proceedings.(ICASSP'05). IEEE International Conference on Acoustics, Speech …, 2005
2642005
On the conditioning of random subdictionaries
JA Tropp
Applied and Computational Harmonic Analysis 25 (1), 1-24, 2008
2272008
Improved analysis of the subsampled randomized Hadamard transform
JA Tropp
Advances in Adaptive Data Analysis 3 (01n02), 115-126, 2011
2032011
Restricted isometries for partial random circulant matrices
H Rauhut, J Romberg, JA Tropp
Applied and Computational Harmonic Analysis 32 (2), 242-254, 2012
2022012
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
2002007
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