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1

An Introduction to Matrix Concentration Inequalities

Journal:

Foundations and Trends® in Machine Learning

Year:

2015

Language:

english

File:

PDF, 1.80 MB

english, 2015

2

Randomized numerical linear algebra: Foundations and algorithms

Martinsson, Per-Gunnar, Tropp, Joel A.

Journal:

Year:

2020

File:

PDF, 2.65 MB

2020

3

Algorithms for simultaneous sparse approximation. Part I: Greedy pursuit

Joel A. Tropp, Anna C. Gilbert, Martin J. Strauss

Journal:

Signal Processing

Year:

2006

Language:

english

File:

PDF, 319 KB

english, 2006

4

Algorithms for simultaneous sparse approximation. Part II: Convex relaxation

Journal:

Signal Processing

Year:

2006

Language:

english

File:

PDF, 275 KB

english, 2006

5

Paved with good intentions: Analysis of a randomized block Kaczmarz method

Needell, Deanna, Tropp, Joel A.

Journal:

Linear Algebra and its Applications

Year:

2014

Language:

english

File:

PDF, 936 KB

english, 2014

6

[IEEE 2008 IEEE 25th Convention of Electrical and Electronics Engineers in Israel (IEEEI) - Eilat, Israel (2008.12.3-2008.12.5)] 2008 IEEE 25th Convention of Electrical and Electronics Engineers in Israel - Efficient sampling of sparse wideband analog signals

Mishali, Moshe, Eldar, Yonina C., Tropp, Joel A.

Year:

2008

Language:

english

File:

PDF, 362 KB

english, 2008

7

Universality laws for randomized dimension reduction, with applications

Oymak, Samet, Tropp, Joel A

Journal:

Information and Inference

Year:

2018

Language:

english

File:

PDF, 1.79 MB

english, 2018

8

On the Linear Independence of Spikes and Sines

Journal:

Journal of Fourier Analysis and Applications

Year:

2008

Language:

english

File:

PDF, 593 KB

english, 2008

9

On the conditioning of random subdictionaries

Journal:

Applied and Computational Harmonic Analysis

Year:

2008

Language:

english

File:

PDF, 250 KB

english, 2008

10

User-Friendly Tail Bounds for Sums of Random Matrices

Journal:

Foundations of Computational Mathematics

Year:

2012

Language:

english

File:

PDF, 1.26 MB

english, 2012

11

The restricted isometry property for time–frequency structured random matrices

Pfander, GÃ¶tz E., Rauhut, Holger, Tropp, Joel A.

Journal:

Probability Theory and Related Fields

Year:

2013

Language:

english

File:

PDF, 371 KB

english, 2013

12

Sharp Recovery Bounds for Convex Demixing, with Applications

McCoy, Michael B., Tropp, Joel A.

Journal:

Foundations of Computational Mathematics

Year:

2014

Language:

english

File:

PDF, 1.54 MB

english, 2014

13

[IEEE 2008 42nd Asilomar Conference on Signals, Systems and Computers - Pacific Grove, CA, USA (2008.10.26-2008.10.29)] 2008 42nd Asilomar Conference on Signals, Systems and Computers - Greedy signal recovery review

Needell, Deanna, Tropp, Joel, Vershynin, Roman

Year:

2008

Language:

english

File:

PDF, 210 KB

english, 2008

14

Matrix Nearness Problems with Bregman Divergences

Dhillon, Inderjit S., Tropp, Joel A.

Journal:

SIAM Journal on Matrix Analysis and Applications

Year:

2008

Language:

english

File:

PDF, 272 KB

english, 2008

15

SPIE Proceedings [SPIE Optics & Photonics 2005 - San Diego, California, USA (Sunday 31 July 2005)] Wavelets XI - Average-case analysis of greedy pursuit

Tropp, Joel A., Papadakis, Manos, Laine, Andrew F., Unser, Michael A.

Year:

2005

Language:

english

File:

PDF, 588 KB

english, 2005

16

Second-order matrix concentration inequalities

Journal:

Applied and Computational Harmonic Analysis

Year:

2016

Language:

english

File:

PDF, 1.58 MB

english, 2016

17

Efron–Stein inequalities for random matrices

Paulin, Daniel, Mackey, Lester, Tropp, Joel A.

Journal:

The Annals of Probability

Year:

2016

Language:

english

File:

PDF, 393 KB

english, 2016

18

From joint convexity of quantum relative entropy to a concavity theorem of Lieb

Journal:

Proceedings of the American Mathematical Society

Year:

2012

Language:

english

File:

PDF, 113 KB

english, 2012

19

Practical Sketching Algorithms for Low-Rank Matrix Approximation

Tropp, Joel A., Yurtsever, Alp, Udell, Madeleine, Cevher, Volkan

Journal:

SIAM Journal on Matrix Analysis and Applications

Year:

2017

Language:

english

File:

PDF, 531 KB

english, 2017

20

Norms of random submatrices and sparse approximation

Journal:

Comptes Rendus Mathematique

Year:

2008

Language:

english

File:

PDF, 125 KB

english, 2008

21

On the existence of equiangular tight frames

Mátyás A. Sustik, Joel A. Tropp, Inderjit S. Dhillon, Robert W. Heath Jr.

Journal:

Linear Algebra and its Applications

Year:

2007

Language:

english

File:

PDF, 218 KB

english, 2007

22

The Metric Nearness Problem

Brickell, Justin, Dhillon, Inderjit S., Sra, Suvrit, Tropp, Joel A.

Journal:

SIAM Journal on Matrix Analysis and Applications

Year:

2008

Language:

english

File:

PDF, 312 KB

english, 2008

23

A comparison principle for functions of a uniformly random subspace

Journal:

Probability Theory and Related Fields

Year:

2012

Language:

english

File:

PDF, 186 KB

english, 2012

24

Restricted isometries for partial random circulant matrices

Holger Rauhut, Justin Romberg, Joel A. Tropp

Journal:

Applied and Computational Harmonic Analysis

Year:

2012

Language:

english

File:

PDF, 213 KB

english, 2012

25

Generalized Finite Algorithms for Constructing Hermitian Matrices with Prescribed Diagonal and Spectrum

Dhillon, Inderjit S., Heath, Robert W., Sustik, Mátyás A., Tropp, Joel A.

Journal:

SIAM Journal on Matrix Analysis and Applications

Year:

2005

Language:

english

File:

PDF, 158 KB

english, 2005

26

[IEEE 2006 40th Annual Conference on Information Sciences and Systems - Princeton, NJ, USA (2006.03.22-2006.03.24)] 2006 40th Annual Conference on Information Sciences and Systems - Random Filters for Compressive Sampling

Year:

2006

Language:

english

File:

PDF, 577 KB

english, 2006

27

CoSaMP

Needell, Deanna, Tropp, Joel A.

Journal:

Communications of the ACM

Year:

2010

Language:

english

File:

PDF, 1.22 MB

english, 2010

28

From Steiner Formulas for Cones to Concentration of Intrinsic Volumes

McCoy, Michael B., Tropp, Joel A.

Journal:

Discrete & Computational Geometry

Year:

2014

Language:

english

File:

PDF, 437 KB

english, 2014

29

Synthesis of the phosphonic acid isostere of glycerol 3-phosphate

Kabak, Joel, Defilippe, Louis, Engel, Robert, Tropp, Burton

Journal:

Journal of Medicinal Chemistry

Year:

1972

Language:

english

File:

PDF, 299 KB

english, 1972

30

Book reviews

Zook, Darren C., Iyer, Nalini, Fisher, Michael H., Guptara, Prabhu, Rogaly, Ben, Saavala, Minna, Krishnan, Shekhar, Spieß, Clemens, Kuortti, Joel, Tropp, Håkan, Anandan, Prathima, Menski, Werner, Hick

Journal:

Contemporary South Asia

Year:

1999

Language:

english

File:

PDF, 2.76 MB

english, 1999

31

[IEEE 2010 44th Annual Conference on Information Sciences and Systems (CISS) - Princeton, NJ, USA (2010.03.17-2010.03.19)] 2010 44th Annual Conference on Information Sciences and Systems (CISS) - The sparsity gap: Uncertainty principles proportional to dimension

Year:

2010

Language:

english

File:

PDF, 346 KB

english, 2010

32

Robust Computation of Linear Models by Convex Relaxation

Lerman, Gilad, McCoy, Michael B., Tropp, Joel A., Zhang, Teng

Journal:

Foundations of Computational Mathematics

Year:

2015

Language:

english

File:

PDF, 1.40 MB

english, 2015

33

Matrix concentration inequalities via the method of exchangeable pairs

Mackey, Lester, Jordan, Michael I., Chen, Richard Y., Farrell, Brendan, Tropp, Joel A.

Journal:

The Annals of Probability

Year:

2014

Language:

english

File:

PDF, 352 KB

english, 2014

34

Designing Statistical Estimators That Balance Sample Size, Risk, and Computational Cost

Bruer, John J., Tropp, Joel A., Cevher, Volkan, Becker, Stephen R.

Journal:

IEEE Journal of Selected Topics in Signal Processing

Year:

2015

Language:

english

File:

PDF, 2.47 MB

english, 2015

35

Solving ptychography with a convex relaxation

Horstmeyer, Roarke, Chen, Richard Y, Ou, Xiaoze, Ames, Brendan, Tropp, Joel A, Yang, Changhuei

Journal:

New Journal of Physics

Year:

2015

Language:

english

File:

PDF, 2.35 MB

english, 2015

36

[American Institute of Aeronautics and Astronautics 43rd AIAA Fluid Dynamics Conference - San Diego, CA ()] 43rd Fluid Dynamics Conference - On effectiveness of a rank-1 model of turbulent channels for representing the velocity spectra

Moarref, Rashad, Sharma, Ati S., Tropp, Joel A., McKeon, Beverley J.

Year:

2013

Language:

english

File:

PDF, 3.18 MB

english, 2013

37

IMPROVED ANALYSIS OF THE SUBSAMPLED RANDOMIZED HADAMARD TRANSFORM

Journal:

Advances in Adaptive Data Analysis

Year:

2011

Language:

english

File:

PDF, 183 KB

english, 2011

38

Model-based scaling of the streamwise energy density in high-Reynolds-number turbulent channels

Moarref, Rashad, Sharma, Ati S., Tropp, Joel A., McKeon, Beverley J.

Journal:

Journal of Fluid Mechanics

Year:

2013

Language:

english

File:

PDF, 2.43 MB

english, 2013

39

SPIE Proceedings [SPIE Optics & Photonics 2005 - San Diego, California, USA (Sunday 31 July 2005)] Wavelets XI - Complex equiangular tight frames

Tropp, Joel A., Papadakis, Manos, Laine, Andrew F., Unser, Michael A.

Year:

2005

Language:

english

File:

PDF, 577 KB

english, 2005

40

SPIE Proceedings [SPIE Defense and Security Symposium - Orlando (Kissimmee), FL (Monday 17 April 2006)] Intelligent Integrated Microsystems - Sublinear approximation of signals

Gilbert, Anna C., Athale, Ravindra A., Zolper, John C., Strauss, Martin J., Tropp, Joel A., Vershynin, Roman

Year:

2006

Language:

english

File:

PDF, 580 KB

english, 2006

41

Subadditivity of matrix $\varphi$-entropy and concentration of random matrices

Tropp, Joel, Chen, Richard

Journal:

Electronic Journal of Probability

Year:

2014

Language:

english

File:

PDF, 408 KB

english, 2014

42

Two proposals for robust PCA using semidefinite programming

McCoy, Michael, Tropp, Joel A.

Journal:

Electronic Journal of Statistics

Year:

2011

Language:

english

File:

PDF, 835 KB

english, 2011

43

Simplicial Faces of the Set of Correlation Matrices

Journal:

Discrete & Computational Geometry

Year:

2018

Language:

english

File:

PDF, 1.14 MB

english, 2018

44

Freedman's inequality for matrix martingales

Journal:

Electronic Communications in Probability

Year:

2011

Language:

english

File:

PDF, 236 KB

english, 2011

45

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

Tropp, Joel A., Yurtsever, Alp, Udell, Madeleine, Cevher, Volkan

Journal:

SIAM Journal on Scientific Computing

Year:

2019

Language:

english

File:

PDF, 9.39 MB

english, 2019

46

Fast state tomography with optimal error bounds

Guta, Madalin, Kahn, Jonas, Kueng, Richard Jacob, Tropp, Joel A

Journal:

Journal of Physics A Mathematical and Theoretical

Year:

2020

Language:

english

File:

PDF, 864 KB

english, 2020

47

Low-Rank Tucker Approximation of a Tensor from Streaming Data

Sun, Yiming, Guo, Yang, Luo, Charlene, Tropp, Joel, Udell, Madeleine

Journal:

SIAM Journal on Mathematics of Data Science

Year:

2020

File:

PDF, 4.34 MB

2020