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
44542008
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
29462003
Statistical learning with sparsity: the lasso and generalizations
T Hastie, R Tibshirani, M Wainwright
Chapman and Hall/CRC, 2019
23752019
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
22252010
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
13532009
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
12442012
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
10942011
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
9992010
High-dimensional statistics: A non-asymptotic viewpoint
MJ Wainwright
Cambridge University Press, 2019
9362019
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
8382011
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
7842005
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
7322013
Scale mixtures of gaussians and the statistics of natural images.
MJ Wainwright, EP Simoncelli
Nips 12, 855-861, 1999
6131999
Using linear programming to decode binary linear codes
J Feldman, MJ Wainwright, DR Karger
IEEE Transactions on Information Theory 51 (3), 954-972, 2005
5412005
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
5342011
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
5232010
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
5172005
Estimation of (near) low-rank matrices with noise and high-dimensional scaling
S Negahban, MJ Wainwright
The Annals of Statistics, 1069-1097, 2011
5132011
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
4932012
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
4752012
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