Graphical models, exponential families, and variational inference MJ Wainwright, MI Jordan
Now Publishers Inc, 2008
4123 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
2845 2003 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
2102 2010 Statistical learning with sparsity: the lasso and generalizations T Hastie, R Tibshirani, M Wainwright
CRC press, 2015
1910 2015 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
1236 2009 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
1142 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
991 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
921 2010 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
768 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
758 2005 High-dimensional statistics: A non-asymptotic viewpoint MJ Wainwright
Cambridge University Press, 2019
626 2019 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
607 2013 Scale mixtures of Gaussians and the statistics of natural images. MJ Wainwright, EP Simoncelli
Nips 12, 855-861, 1999
582 1999 Using linear programming to decode binary linear codes J Feldman, MJ Wainwright, DR Karger
IEEE Transactions on Information Theory 51 (3), 954-972, 2005
518 2005 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
501 2005 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
488 2011 Estimation of (near) low-rank matrices with noise and high-dimensional scaling S Negahban, MJ Wainwright
The Annals of Statistics, 1069-1097, 2011
462 2011 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
451 2012 Restricted eigenvalue properties for correlated Gaussian designs G Raskutti, MJ Wainwright, B Yu
The Journal of Machine Learning Research 11, 2241-2259, 2010
439 2010 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
433 2010