Martin Wainwright

Cited by

	All	Since 2017
Citations	47918	27137
h-index	98	73
i10-index	237	191

6000

3000

1500

4500

20032004200520062007200820092010201120122013201420152016201720182019202020212022148 177 323 452 717 941 1179 1546 1705 2154 2199 2609 2714 3211 3630 4007 4594 5343 5891 3606

Public access

View all

69 articles

2 articles

available

not available

Based on funding mandates

Co-authors

Michael I. JordanProfessor of Electrical Engineering and Computer Sciences and Professor of Statistics, UC BerkeleyVerified email at cs.berkeley.edu
Bin YUProfessor of Statistics and EECS, UC BerkeleyVerified email at stat.berkeley.edu
John DuchiAssociate Professor of Statistics and Electrical Engineering, Stanford UniversityVerified email at stanford.edu
Alan S. WillskyProfessor of EECS, MITVerified email at mit.edu
Sahand NegahbanAssociate Professor, Yale UniversityVerified email at yale.edu
Pradeep RavikumarProfessor, School of Computer Science, Carnegie Mellon UniversityVerified email at cs.cmu.edu
Alekh AgarwalGoogleVerified email at google.com
Kannan RamchandranProfessor of Electrical Engineering and Computer Science, UC BerkeleyVerified email at eecs.berkeley.edu
Eero P SimoncelliSilver Professor of Neural Science, Mathematics, Data Science, and Psychology, NYU.Verified email at nyu.edu
Tommi JaakkolaMITVerified email at csail.mit.edu
Alexandros G DimakisProfessor, ECE University of Texas at AustinVerified email at austin.utexas.edu
XuanLong NguyenUniversity of MichiganVerified email at umich.edu
Yuchen ZhangPrincipal Researcher at MicrosoftVerified email at microsoft.com
Peter BartlettProfessor, EECS and Statistics, UC BerkeleyVerified email at cs.berkeley.edu
Sivaraman BalakrishnanCarnegie Mellon UniversityVerified email at stat.cmu.edu
Borivoje NikolicUniversity of California BerkeleyVerified email at berkeley.edu
Ashwin PananjadyGeorgia Institute of TechnologyVerified email at gatech.edu
Nihar B. ShahML and CS departments, Carnegie Mellon UniversityVerified email at cs.cmu.edu
Lara DolecekElectrical Engineering, UCLAVerified email at ee.ucla.edu
Koulik KhamaruGraduate Student, Department Of Statistics, UC BerkeleyVerified email at berkeley.edu

Martin Wainwright

Professor of EECS and Statistics, UC Berkeley

Verified email at berkeley.edu - Homepage

Machine learning statistics information theory optimization.


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Graphical models, exponential families, and variational inference MJ Wainwright, MI Jordan Foundations and Trends® in Machine Learning 1 (1–2), 1-305, 2008	4719	2008
Image denoising using scale mixtures of Gaussians in the wavelet domain J Portilla, V Strela, MJ Wainwright, EP Simoncelli IEEE Transactions on Image processing 12 (11), 1338-1351, 2003	3011	2003
Statistical learning with sparsity T Hastie, R Tibshirani, M Wainwright Monographs on statistics and applied probability 143, 143, 2015	2846	2015
Network coding for distributed storage systems AG Dimakis, PB Godfrey, Y Wu, MJ Wainwright, K Ramchandran IEEE transactions on information theory 56 (9), 4539-4551, 2010	2349	2010
Sharp Thresholds for High-Dimensional and Noisy Sparsity Recovery Using -Constrained Quadratic Programming (Lasso) MJ Wainwright IEEE transactions on information theory 55 (5), 2183-2202, 2009	1412	2009
High-dimensional statistics: A non-asymptotic viewpoint MJ Wainwright Cambridge University Press, 2019	1399	2019
A Unified Framework for High-Dimensional Analysis of -Estimators with Decomposable Regularizers SN Negahban, P Ravikumar, MJ Wainwright, B Yu Statistical science 27 (4), 538-557, 2012	1317	2012
Dual averaging for distributed optimization: Convergence analysis and network scaling JC Duchi, A Agarwal, MJ Wainwright IEEE Transactions on Automatic control 57 (3), 592-606, 2011	1172	2011
High-dimensional Ising model selection using ℓ1-regularized logistic regression P Ravikumar, MJ Wainwright, JD Lafferty The Annals of Statistics 38 (3), 1287-1319, 2010	1038	2010
Local privacy and statistical minimax rates JC Duchi, MI Jordan, MJ Wainwright 2013 IEEE 54th Annual Symposium on Foundations of Computer Science, 429-438, 2013	906	2013
High-dimensional covariance estimation by minimizing ℓ1-penalized log-determinant divergence P Ravikumar, MJ Wainwright, G Raskutti, B Yu Electronic Journal of Statistics 5, 935-980, 2011	884	2011
MAP estimation via agreement on trees: message-passing and linear programming MJ Wainwright, TS Jaakkola, AS Willsky IEEE transactions on information theory 51 (11), 3697-3717, 2005	778	2005
Scale mixtures of Gaussians and the statistics of natural images MJ Wainwright, E Simoncelli Advances in neural information processing systems 12, 1999	621	1999
Estimating divergence functionals and the likelihood ratio by convex risk minimization XL Nguyen, MJ Wainwright, MI Jordan IEEE Transactions on Information Theory 56 (11), 5847-5861, 2010	603	2010
Minimax Rates of Estimation for High-Dimensional Linear Regression Over-Balls G Raskutti, MJ Wainwright, B Yu IEEE transactions on information theory 57 (10), 6976-6994, 2011	555	2011
Using linear programming to decode binary linear codes J Feldman, MJ Wainwright, DR Karger IEEE Transactions on Information Theory 51 (3), 954-972, 2005	553	2005
Estimation of (near) low-rank matrices with noise and high-dimensional scaling S Negahban, MJ Wainwright The Annals of Statistics 39 (2), 1069-1097, 2011	550	2011
High-dimensional regression with noisy and missing data: Provable guarantees with non-convexity PL Loh, MJ Wainwright Advances in neural information processing systems 24, 2011	528	2011
A new class of upper bounds on the log partition function MJ Wainwright, TS Jaakkola, AS Willsky IEEE Transactions on Information Theory 51 (7), 2313-2335, 2005	503	2005
Restricted strong convexity and weighted matrix completion: Optimal bounds with noise S Negahban, MJ Wainwright The Journal of Machine Learning Research 13 (1), 1665-1697, 2012	493	2012

The system can't perform the operation now. Try again later.

Articles 1–20

Citations per year

Duplicate citations

Merged citations

Add co-authorsCo-authors

Follow

Cited by

Co-authors