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Fast and Accurate Randomized Algorithms for Linear Systems and Eigenvalue Problems

SIAM Journal on Matrix Analysis and Applications
2024-06-30 | Journal article
Contributors: Yuji Nakatsukasa; Joel A. Tropp
Source: check_circle
Crossref

XTrace: Making the Most of Every Sample in Stochastic Trace Estimation

SIAM Journal on Matrix Analysis and Applications
2024-03-31 | Journal article
Contributors: Ethan N. Epperly; Joel A. Tropp; Robert J. Webber
Source: check_circle
Crossref

Efficient Error and Variance Estimation for Randomized Matrix Computations

SIAM Journal on Scientific Computing
2024-02-29 | Journal article
Contributors: Ethan N. Epperly; Joel A. Tropp
Source: check_circle
Crossref

Sparse Random Hamiltonians Are Quantumly Easy

Physical Review X
2024-02-09 | Journal article
Contributors: Chi-Fang Chen; Alexander M. Dalzell; Mario Berta; Fernando G. S. L. Brandão; Joel A. Tropp
Source: check_circle
Crossref

Learning to Forecast Dynamical Systems from Streaming Data

SIAM Journal on Applied Dynamical Systems
2023-06-30 | Journal article
Contributors: Dimitrios Giannakis; Amelia Henriksen; Joel A. Tropp; Rachel Ward
Source: check_circle
Crossref

Randomized Nyström Preconditioning

SIAM Journal on Matrix Analysis and Applications
2023-06-30 | Journal article
Contributors: Zachary Frangella; Joel A. Tropp; Madeleine Udell
Source: check_circle
Crossref

An Optimal-Storage Approach to Semidefinite Programming Using Approximate Complementarity

SIAM Journal on Optimization
2021-01 | Journal article
Contributors: Lijun Ding; Alp Yurtsever; Volkan Cevher; Joel A. Tropp; Madeleine Udell
Source: check_circle
Crossref

Binary Component Decomposition Part I: The Positive-Semidefinite Case

SIAM Journal on Mathematics of Data Science
2021-01 | Journal article
Contributors: Richard Kueng; Joel A. Tropp
Source: check_circle
Crossref

Scalable Semidefinite Programming

SIAM Journal on Mathematics of Data Science
2021-01 | Journal article
Contributors: Alp Yurtsever; Joel A. Tropp; Olivier Fercoq; Madeleine Udell; Volkan Cevher
Source: check_circle
Crossref

Low-Rank Tucker Approximation of a Tensor from Streaming Data

SIAM Journal on Mathematics of Data Science
2020-01 | Journal article
Contributors: Yiming Sun; Yang Guo; Charlene Luo; Joel Tropp; Madeleine Udell
Source: check_circle
Crossref

Streaming Low-Rank Matrix Approximation with an Application to Scientific Simulation

SIAM Journal on Scientific Computing
2019-01 | Journal article
Contributors: Joel A. Tropp; Alp Yurtsever; Madeleine Udell; Volkan Cevher
Source: check_circle
Crossref

Simplicial Faces of the Set of Correlation Matrices

Discrete & Computational Geometry
2018-09-02 | Journal article
Contributors: Joel A. Tropp
Source: check_circle
Crossref

A comparison principle for functions of a uniformly random subspace

Probability Theory and Related Fields
2012 | Journal article
DOI:

10.1007/s00440-011-0360-9

Contributors: Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

FROM JOINT CONVEXITY OF QUANTUM RELATIVE ENTROPY TO A CONCAVITY THEOREM OF LIEB

Proceedings of the American Mathematical Society
2012 | Journal article
Contributors: Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

Restricted isometries for partial random circulant matrices

Applied and Computational Harmonic Analysis
2012 | Journal article
DOI:

10.1016/j.acha.2011.05.001

Contributors: Rauhut, Holger; Romberg, Justin; Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

User-Friendly Tail Bounds for Sums of Random Matrices

Foundations of Computational Mathematics
2012 | Journal article
DOI:

10.1007/s10208-011-9099-z

Contributors: Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

FREEDMAN'S INEQUALITY FOR MATRIX MARTINGALES

Electronic Communications in Probability
2011 | Journal article
Contributors: Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

Two proposals for robust PCA using semidefinite programming

Electronic Journal of Statistics
2011 | Journal article
DOI:

10.1214/11-EJS636

Contributors: McCoy, Michael; Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

Beyond Nyquist: Efficient Sampling of Sparse Bandlimited Signals

Ieee Transactions on Information Theory
2010 | Journal article
DOI:

10.1109/TIT.2009.2034811

Contributors: Tropp, Joel A.; Laska, Jason N.; Duarte, Marco F.; Romberg, Justin K.; Baraniuk, Richard G.
Source: Self-asserted source
Joel Tropp via ResearcherID

Computational Methods for Sparse Solution of Linear Inverse Problems

Proceedings of the Ieee
2010 | Journal article
DOI:

10.1109/JPROC.2010.2044010

Contributors: Tropp, Joel A.; Wright, Stephen J.
Source: Self-asserted source
Joel Tropp via ResearcherID

CoSaMP: Iterative Signal Recovery from Incomplete and Inaccurate Samples

Communications of the Acm
2010 | Journal article
DOI:

10.1145/1859204.1859229

Contributors: Needell, Deanna; Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

Column Subset Selection, Matrix Factorization, and Eigenvalue Optimization

Proceedings of the Twentieth Annual Acm-Siam Symposium on Discrete Algorithms
2009 | Journal article
Contributors: Tropp, Joel A.; SIAM/ACM
Source: Self-asserted source
Joel Tropp via ResearcherID

CoSaMP: Iterative signal recovery from incomplete and inaccurate samples

Applied and Computational Harmonic Analysis
2009 | Journal article
DOI:

10.1016/j.acha.2008.07.002

Contributors: Needell, D.; Tropp, J. A.
Source: Self-asserted source
Joel Tropp via ResearcherID

Just Relax: Convex Programming Methods for Identifying Sparse Signals in Noise (vol 51, pg 1030, 2006)

Ieee Transactions on Information Theory
2009 | Journal article
DOI:

10.1109/TIT.2008.2009806

Contributors: Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

A tutorial on fast fourier sampling

Ieee Signal Processing Magazine
2008 | Journal article
DOI:

10.1109/MSP.2007.915000

Contributors: Gilbert, Anna C.; Strauss, Martin J.; Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

Constructing packings in Grassmannian manifolds via alternating projection

Experimental Mathematics
2008 | Journal article
DOI:

10.1080/10586458.2008.10129018

Contributors: Dhillon, I. S.; Heath, R. W., Jr.; Strohmer, T.; Tropp, J. A.
Source: Self-asserted source
Joel Tropp via ResearcherID

EFFICIENT SAMPLING OF SPARSE WIDEBAND ANALOG SIGNALS

2008 Ieee 25th Convention of Electrical and Electronics Engineers in Israel, Vols 1 and 2
2008 | Journal article
DOI:

10.1109/EEEI.2008.4736707

Contributors: Mishali, Moshe; Eldar, Yonina C.; Tropp, Joel A.; IEEE
Source: Self-asserted source
Joel Tropp via ResearcherID

Greedy Signal Recovery Review

2008 42nd Asilomar Conference on Signals, Systems and Computers, Vols 1-4
2008 | Journal article
DOI:

10.1109/ACSSC.2008.5074572

Contributors: Needell, Deanna; Tropp, Joel; Vershynin, Roman; Matthews, MB
Source: Self-asserted source
Joel Tropp via ResearcherID

Norms of random submatrices and sparse approximation

Comptes Rendus Mathematique
2008 | Journal article
DOI:

10.1016/j.crma.2008.10.008

Contributors: Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

On the conditioning of random subdictionaries

Applied and Computational Harmonic Analysis
2008 | Journal article
DOI:

10.1016/j.acha.2007.09.001

Contributors: Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

On the Linear Independence of Spikes and Sines

Journal of Fourier Analysis and Applications
2008 | Journal article
DOI:

10.1007/s00041-008-9042-0

Contributors: Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

The metric nearness problem

Siam Journal on Matrix Analysis and Applications
2008 | Journal article
DOI:

10.1137/060653391

Contributors: Brickell, Justin; Dhillon, Inderjit S.; Sra, Suvrit; Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

The random paving property for uniformly bounded matrices

Studia Mathematica
2008 | Journal article
DOI:

10.4064/sm185-1-4

Contributors: Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

Matrix nearness problems with Bregman divergences

Siam Journal on Matrix Analysis and Applications
2007 | Journal article
DOI:

10.1137/060649021

Contributors: Dhillon, Inderjit S.; Tropp, Joel A.
Source: Self-asserted source
Joel Tropp via ResearcherID

On the existence of equiangular tight frames

Linear Algebra and Its Applications
2007 | Journal article
DOI:

10.1016/j.laa.2007.05.043

Contributors: Sustik, Matyas A.; Tropp, Joel A.; Dhillon, Inderjit S.; Heath, Robert W., Jr.
Source: Self-asserted source
Joel Tropp via ResearcherID

One Sketch for All: Fast Algorithms for Compressed Sensing

Stoc 07: Proceedings of the 39th Annual Acm Symposium on Theory of Computing
2007 | Journal article
Contributors: Gilbert, A. C.; Strauss, M. J.; Tropp, J. A.; Vershynin, R.; ACM
Source: Self-asserted source
Joel Tropp via ResearcherID

Signal recovery from random measurements via orthogonal matching pursuit

Ieee Transactions on Information Theory
2007 | Journal article
DOI:

10.1109/TIT.2007.909108

Contributors: Tropp, Joel A.; Gilbert, Anna C.
Source: Self-asserted source
Joel Tropp via ResearcherID

Algorithms for simultaneous sparse approximation. Part I: Greedy pursuit

Signal Processing
2006 | Journal article
DOI:

10.1016/j.sigpro.2005.05.030

Contributors: Tropp, JA; Gilbert, AC; Strauss, MJ
Source: Self-asserted source
Joel Tropp via ResearcherID

Algorithms for simultaneous sparse approximation. Part II: Convex relaxation

Signal Processing
2006 | Journal article
DOI:

10.1016/j.sigpro.2005.05.031

Contributors: Tropp, JA
Source: Self-asserted source
Joel Tropp via ResearcherID

Just relax: Convex programming methods for identifying sparse signals in noise

Ieee Transactions on Information Theory
2006 | Journal article
DOI:

10.1109/TIT.2005.864420

Contributors: Tropp, JA
Source: Self-asserted source
Joel Tropp via ResearcherID

Random filters for compressive sampling

2006 40th Annual Conference on Information Sciences and Systems, Vols 1-4
2006 | Journal article
DOI:

10.1109/CISS.2006.286465

Contributors: Tropp, Joel A.; IEEE
Source: Self-asserted source
Joel Tropp via ResearcherID

Random filters for compressive sampling and reconstruction

2006 IEEE International Conference on Acoustics, Speech and Signal Processing, Vols 1-13
2006 | Book chapter
Contributors: Tropp, Joel A.; Wakin, Michael B.; Duarte, Marco E.; Baron, Dror; Baraniuk, Richard G.; IEEE
Source: Self-asserted source
Joel Tropp via ResearcherID

Row-action methods for compressed sensing

2006 IEEE International Conference on Acoustics, Speech and Signal Processing, Vols 1-13
2006 | Book chapter
Contributors: Sra, Suvrit; Tropp, Joel A.; IEEE
Source: Self-asserted source
Joel Tropp via ResearcherID

Sparse approximation via iterative thresholding

2006 IEEE International Conference on Acoustics, Speech, and Signal Processing, Vol III, Proceedings
2006 | Book chapter
Contributors: Herrity, Kyle K.; Gilbert, Anna C.; Tropp, Joel A.; IEEE
Source: Self-asserted source
Joel Tropp via ResearcherID

Sublinear approximation of signals - art. no. 623206

Intelligent Integrated Microsystems
2006 | Book chapter
DOI:

10.1117/12.669596

Contributors: Gilbert, Anna C.; Strauss, Martin J.; Tropp, Joel A.; Vershynin, Roman; Athale, RA; Zolper, JC
Source: Self-asserted source
Joel Tropp via ResearcherID

Applications of sparse approximation in communications

2005 IEEE International Symposium on Information Theory (ISIT), Vols 1 and 2
2005 | Journal article
Contributors: Gilbert, AC; Tropp, JA; IEEE
Source: Self-asserted source
Joel Tropp via ResearcherID

Designing structured tight frames via an alternating projection method

Ieee Transactions on Information Theory
2005 | Journal article
DOI:

10.1109/TIT.2004.839492

Contributors: Tropp, JA; Dhillon, IS; Heath, RW; Strohmer, T
Source: Self-asserted source
Joel Tropp via ResearcherID

Generalized finite algorithms for constructing Hermitian matrices with prescribed diagonal and spectrum

Siam Journal on Matrix Analysis and Applications
2005 | Journal article
DOI:

10.1137/S0895479803438183

Contributors: Dhillon, IS; Heath, RW; Sustik, MA; Tropp, JA
Source: Self-asserted source
Joel Tropp via ResearcherID

Recovery of short, complex linear combinations via e(1) minimization

Ieee Transactions on Information Theory
2005 | Journal article
DOI:

10.1109/TIT.2005.844057

Contributors: Tropp, JA
Source: Self-asserted source
Joel Tropp via ResearcherID

Simultaneous sparse approximation via greedy pursuit

2005 Ieee International Conference on Acoustics, Speech, and Signal Processing, Vols 1-5
2005 | Journal article
Contributors: Tropp, JA; Gilbert, AC; Strauss, MJ; IEEE
Source: Self-asserted source
Joel Tropp via ResearcherID
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