Martin Wainwright
Martin Wainwright
Professor of EECS and Statistics, UC Berkeley
Verified email at berkeley.edu - Homepage
TitleCited byYear
Graphical models, exponential families, and variational inference
MJ Wainwright, MI Jordan
Foundations and TrendsŪ in Machine Learning 1 (1–2), 1-305, 2008
32882008
Image denoising using scale mixtures of Gaussians in the wavelet domain
J Portilla, V Strela, MJ Wainwright, EP Simoncelli
IEEE Trans Image Processing 12 (11), 2003
25792003
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
17792010
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
11472009
Statistical learning with sparsity: the lasso and generalizations
T Hastie, R Tibshirani, M Wainwright
Chapman and Hall/CRC, 2015
10852015
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
9062012
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
7422010
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
6992011
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
6932005
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
6132011
Scale mixtures of Gaussians and the statistics of natural images
MJ Wainwright, EP Simoncelli
Advances in neural information processing systems, 855-861, 2000
5242000
Using linear programming to decode binary linear codes
J Feldman, MJ Wainwright, DR Karger
IEEE Transactions on Information Theory 51 (3), 954-972, 2005
4812005
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
4422005
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
3892011
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
3682011
Restricted eigenvalue properties for correlated Gaussian designs
G Raskutti, MJ Wainwright, B Yu
Journal of Machine Learning Research 11 (Aug), 2241-2259, 2010
3562010
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
3462013
Information-theoretic limits on sparsity recovery in the high-dimensional and noisy setting
MJ Wainwright
IEEE Transactions on Information Theory 55 (12), 5728-5741, 2009
3452009
Restricted strong convexity and weighted matrix completion: Optimal bounds with noise
S Negahban, MJ Wainwright
Journal of Machine Learning Research 13 (May), 1665-1697, 2012
3382012
High-dimensional regression with noisy and missing data: Provable guarantees with non-convexity
PL Loh, MJ Wainwright
Advances in Neural Information Processing Systems, 2726-2734, 2011
3142011
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Articles 1–20