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Martin Wainwright
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Graphical models, exponential families, and variational inference
MJ Wainwright, MI Jordan
Foundations and TrendsŪ in Machine Learning 1 (1–2), 1-305, 2008
54172008
Statistical learning with sparsity
T Hastie, R Tibshirani, M Wainwright
Monographs on statistics and applied probability 143 (143), 8, 2015
39542015
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
31442003
High-dimensional statistics: A non-asymptotic viewpoint
MJ Wainwright
Cambridge university press, 2019
25802019
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
25372010
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
15562009
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
13752011
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
12362013
A Unified Framework for High-Dimensional Analysis of -Estimators with Decomposable Regularizers
SN Negahban, P Ravikumar, MJ Wainwright, B Yu
12012012
High-dimensional Ising model selection using 1-regularized logistic regression
P Ravikumar, MJ Wainwright, JD Lafferty
11722010
High-dimensional covariance estimation by minimizing 1-penalized log-determinant divergence
P Ravikumar, MJ Wainwright, G Raskutti, B Yu
10302011
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
8382010
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
8142005
Hopskipjumpattack: A query-efficient decision-based attack
J Chen, MI Jordan, MJ Wainwright
2020 ieee symposium on security and privacy (sp), 1277-1294, 2020
6732020
Scale mixtures of Gaussians and the statistics of natural images
MJ Wainwright, E Simoncelli
Advances in neural information processing systems 12, 1999
6661999
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
6552011
Estimation of (near) low-rank matrices with noise and high-dimensional scaling
S Negahban, MJ Wainwright
6542011
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
6492011
Learning to explain: An information-theoretic perspective on model interpretation
J Chen, L Song, M Wainwright, M Jordan
International conference on machine learning, 883-892, 2018
6152018
Communication-efficient algorithms for statistical optimization
Y Zhang, MJ Wainwright, JC Duchi
Advances in neural information processing systems 25, 2012
6122012
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