Martin Wainwright
Martin Wainwright
Professor of EECS and Statistics, UC Berkeley
Verified email at berkeley.edu - Homepage
Title
Cited by
Cited by
Year
Graphical models, exponential families, and variational inference
MJ Wainwright, MI Jordan
Now Publishers Inc, 2008
45832008
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
29762003
Statistical learning with sparsity: the lasso and generalizations
T Hastie, R Tibshirani, M Wainwright
Chapman and Hall/CRC, 2019
25362019
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
22762010
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
13862009
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
12882012
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
11272011
High-dimensional statistics: A non-asymptotic viewpoint
MJ Wainwright
Cambridge University Press, 2019
10692019
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
10302010
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
8662011
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
7922005
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
7792013
Scale mixtures of gaussians and the statistics of natural images.
MJ Wainwright, EP Simoncelli
Nips 12, 855-861, 1999
6181999
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
5622010
Using linear programming to decode binary linear codes
J Feldman, MJ Wainwright, DR Karger
IEEE Transactions on Information Theory 51 (3), 954-972, 2005
5462005
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
5442011
Estimation of (near) low-rank matrices with noise and high-dimensional scaling
S Negahban, MJ Wainwright
The Annals of Statistics, 1069-1097, 2011
5302011
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
5162005
High-dimensional regression with noisy and missing data: Provable guarantees with nonconvexity
PL Loh, MJ Wainwright
The Annals of Statistics 40 (3), 1637-1664, 2012
5152012
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
4902012
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