Edit Profile (opens in new tab) Wainwright, Martin J. Co-Author Distance Author ID: wainwright.martin-j Published as: Wainwright, Martin J.; Wainwright, Martin; Wainwright, M. J. more...less Documents Indexed: 130 Publications since 2001, including 2 Books and 15 Additional arXiv Preprints 2 Contributions as Editor · 1 Further Contribution Co-Authors: 101 Co-Authors with 123 Joint Publications 3,072 Co-Co-Authors all top 5 Co-Authors 9 single-authored 28 Jordan, Michael Irwin 13 Yu, Bin 10 Bartlett, Peter L. 9 Mou, Wenlong 8 Balakrishnan, Sivaraman 8 Duchi, John C. 8 Pananjady, Ashwin 7 Negahban, Sahand N. 7 Shah, Nihar B. 6 Agarwal, Alekh 6 Ravikumar, Pradeep 6 Willsky, Alan Steven 5 Khamaru, Koulik 5 Pilanci, Mert 5 Ramdas, Aaditya K. 5 Raskutti, Garvesh 4 Dimakis, Alexandros G. 4 Dwivedi, Raaz 4 Loh, Po-Ling 4 Nguyen, XuanLong 4 Ramchandran, Kannan 4 Wei, Yuting 4 Zhang, Yuchen 3 Amini, Arash Ali 3 Chen, Yuansi 3 Ho, Nhat 3 Jaakkola, Tommi Sakari 3 Maneva, Elitza N. 2 Chen, Jianbo 2 Courtade, Thomas A. 2 Daskalakis, Constantinos 2 Feldman, Jonathan Ezra 2 Guntuboyina, Adityanand 2 Karp, Richard Manning 2 Lafferty, John D. 2 Li, Chris Junchi 2 Ma, Cong 2 Mao, Cheng 2 Martinian, Emin 2 Mossel, Elchanan 2 Noorshams, Nima 2 Pathak, Reese 2 Rabinovich, Maxim 2 Simoncelli, Eero P. 2 Van de Geer, Sara Anna 2 Yang, Fanny 2 Yang, Yun 1 Anantharam, Venkat 1 Bhatia, Kush 1 Bradley, Joseph 1 Bühlmann, Peter 1 Çetin, Müjdat 1 Chen, Lei 1 Chichignoud, Michaël 1 Dimakis, Alexandros D. G. 1 Dolecek, Lara 1 Drton, Mathias 1 Duan, Yaqi 1 Fagnani, Fabio 1 Fang, Billy 1 Flammarion, Nicolas 1 Fosson, Sophie Marie 1 Foygel Barber, Rina 1 Godfrey, Philip Brighten 1 Gohari, Amin Aminzadeh 1 Hastie, Trevor John 1 Heckel, Reinhard 1 Jiao, Jiantao 1 Jin, Chi 1 Karger, David R. 1 Kumar, Panganamala R. 1 Lauritzen, Steffen Lilholt 1 Lederer, Johannes 1 Ma, Yian 1 Maathuis, Marloes H. 1 Malik, Dhruv 1 Malkin, Tal G. 1 Mania, Horia 1 Munk, Axel 1 Muthukumar, Vidya 1 Nikolić, Borivoje 1 Obozinski, Guillaume 1 Omidiran, Dapo 1 Parekh, Abhay K. 1 Portilla, Javier 1 Rajagopal, Ram 1 Ravazzi, Chiara 1 Recht, Benjamin 1 Roosta, Tanya G. 1 Ruan, Feng 1 Santhanam, Narayana P. 1 Sarwate, Anand Dilip 1 Sastry, S. Shankar 1 Schiebinger, Geoffrey 1 Servedio, Rocco A. 1 Stein, Clifford 1 Strela, Vasily 1 Sudderth, Erik B. 1 Tibshirani, Robert John 1 Wang, Wei ...and 6 more Co-Authors all top 5 Serials 31 IEEE Transactions on Information Theory 23 The Annals of Statistics 23 Journal of Machine Learning Research (JMLR) 6 IEEE Transactions on Signal Processing 4 Electronic Journal of Statistics 2 Journal of the American Statistical Association 2 SIAM Journal on Optimization 2 Journal of the ACM 2 Sankhyā. Series A 1 Biometrika 1 IEEE Transactions on Automatic Control 1 Journal of Approximation Theory 1 Mathematics of Operations Research 1 Statistical Science 1 Mathematical and Computer Modelling 1 Mathematical Programming. Series A. Series B 1 Applied and Computational Harmonic Analysis 1 Statistica Sinica 1 Bernoulli 1 IEEE Transactions on Image Processing 1 Oberwolfach Reports 1 Lecture Notes in Mathematics 1 Monographs on Statistics and Applied Probability 1 Cambridge Series in Statistical and Probabilistic Mathematics 1 Foundations and Trends in Machine Learning 1 Bayesian Analysis 1 Chapman & Hall/CRC Handbooks of Modern Statistical Methods 1 SIAM Journal on Mathematics of Data Science all top 5 Fields 86 Statistics (62-XX) 32 Operations research, mathematical programming (90-XX) 31 Information and communication theory, circuits (94-XX) 30 Computer science (68-XX) 18 Probability theory and stochastic processes (60-XX) 14 Combinatorics (05-XX) 14 Numerical analysis (65-XX) 5 Linear and multilinear algebra; matrix theory (15-XX) 4 General and overarching topics; collections (00-XX) 2 Functional analysis (46-XX) 2 Systems theory; control (93-XX) 1 Approximations and expansions (41-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Operator theory (47-XX) 1 Calculus of variations and optimal control; optimization (49-XX) 1 Convex and discrete geometry (52-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 106 Publications have been cited 4,185 times in 2,980 Documents Cited by ▼ Year ▼ Graphical models, exponential families, and variational inference. Zbl 1193.62107 Wainwright, Martin J.; Jordan, Michael I. 336 2008 Statistical learning with sparsity. The Lasso and generalizations. Zbl 1319.68003 Hastie, Trevor; Tibshirani, Robert; Wainwright, Martin 330 2015 Sharp thresholds for high-dimensional and noisy sparsity recovery using \(\ell_1\)-constrained quadratic programming (Lasso). Zbl 1367.62220 Wainwright, Martin J. 242 2009 A unified framework for high-dimensional analysis of \(M\)-estimators with decomposable regularizers. Zbl 1331.62350 Negahban, Sahand N.; Ravikumar, Pradeep; Wainwright, Martin J.; Yu, Bin 239 2012 High-dimensional covariance estimation by minimizing \(\ell _{1}\)-penalized log-determinant divergence. Zbl 1274.62190 Ravikumar, Pradeep; Wainwright, Martin J.; Raskutti, Garvesh; Yu, Bin 192 2011 High-dimensional statistics. A non-asymptotic viewpoint. Zbl 1457.62011 Wainwright, Martin J. 191 2019 Dual averaging for distributed optimization: convergence analysis and network scaling. Zbl 1369.90156 Duchi, John C.; Agarwal, Alekh; Wainwright, Martin J. 143 2012 High-dimensional Ising model selection using \(\ell _{1}\)-regularized logistic regression. Zbl 1189.62115 Ravikumar, Pradeep; Wainwright, Martin J.; Lafferty, John D. 139 2010 Minimax rates of estimation for high-dimensional linear regression over \(\ell_q\)-balls. Zbl 1365.62276 Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 137 2011 Estimation of (near) low-rank matrices with noise and high-dimensional scaling. Zbl 1216.62090 Negahban, Sahand; Wainwright, Martin J. 129 2011 Image denoising using scale mixtures of Gaussians in the wavelet domain. Zbl 1279.94028 Portilla, Javier; Strela, Vasily; Wainwright, Martin J.; Simoncelli, Eero P. 110 2003 Regularized \(M\)-estimators with nonconvexity: statistical and algorithmic theory for local optima. Zbl 1360.62276 Loh, Po-Ling; Wainwright, Martin J. 96 2015 Divide and conquer kernel ridge regression: a distributed algorithm with minimax optimal rates. Zbl 1351.62142 Zhang, Yuchen; Duchi, John; Wainwright, Martin 95 2015 High-dimensional regression with noisy and missing data: provable guarantees with nonconvexity. Zbl 1257.62063 Loh, Po-Ling; Wainwright, Martin J. 90 2012 Restricted strong convexity and weighted matrix completion: optimal bounds with noise. Zbl 1436.62204 Negahban, Sahand; Wainwright, Martin J. 90 2012 Restricted eigenvalue properties for correlated Gaussian designs. Zbl 1242.62071 Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 86 2010 Support union recovery in high-dimensional multivariate regression. Zbl 1373.62372 Obozinski, Guillaume; Wainwright, Martin J.; Jordan, Michael I. 77 2011 Communication-efficient algorithms for statistical optimization. Zbl 1318.62016 Zhang, Yuchen; Duchi, John C.; Wainwright, Martin J. 70 2013 Noisy matrix decomposition via convex relaxation: optimal rates in high dimensions. Zbl 1274.62219 Agarwal, Alekh; Negahban, Sahand; Wainwright, Martin J. 58 2012 Minimax-optimal rates for sparse additive models over kernel classes via convex programming. Zbl 1283.62071 Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 58 2012 Fast global convergence of gradient methods for high-dimensional statistical recovery. Zbl 1373.62244 Agarwal, Alekh; Negahban, Sahand; Wainwright, Martin J. 57 2012 Statistical guarantees for the EM algorithm: from population to sample-based analysis. Zbl 1367.62052 Balakrishnan, Sivaraman; Wainwright, Martin J.; Yu, Bin 57 2017 Information-theoretic limits on sparsity recovery in the high-dimensional and noisy setting. Zbl 1367.94106 Wainwright, Martin J. 52 2009 Optimal rates for zero-order convex optimization: the power of two function evaluations. Zbl 1359.90155 Duchi, John C.; Jordan, Michael I.; Wainwright, Martin J.; Wibisono, Andre 48 2015 Information-theoretic lower bounds on the oracle complexity of stochastic convex optimization. Zbl 1365.94132 Agarwal, Alekh; Bartlett, Peter L.; Ravikumar, Pradeep; Wainwright, Martin J. 48 2012 High-dimensional analysis of semidefinite relaxations for sparse principal components. Zbl 1173.62049 Amini, Arash A.; Wainwright, Martin J. 46 2009 Estimating divergence functionals and the likelihood ratio by convex risk minimization. Zbl 1366.62071 Nguyen, XuanLong; Wainwright, Martin J.; Jordan, Michael I. 42 2010 On the computational complexity of high-dimensional Bayesian variable selection. Zbl 1359.62088 Yang, Yun; Wainwright, Martin J.; Jordan, Michael I. 39 2016 MAP estimation via agreement on trees: message-passing and linear programming. Zbl 1318.94025 Wainwright, Martin J.; Jaakkola, Tommi; Willsky, Alan S. 38 2005 Network coding for distributed storage systems. Zbl 1410.68117 Dimakis, Alexandros G.; Godfrey, P. Brighten; Wu, Yunnan; Wainwright, Martin J.; Ramchandran, Kannan 37 2010 Newton sketch: a near linear-time optimization algorithm with linear-quadratic convergence. Zbl 1456.90125 Pilanci, Mert; Wainwright, Martin J. 35 2017 Stochastically transitive models for pairwise comparisons: statistical and computational issues. Zbl 1364.94253 Shah, Nihar B.; Balakrishnan, Sivaraman; Guntuboyina, Adityanand; Wainwright, Martin J. 32 2017 Randomized sketches of convex programs with sharp guarantees. Zbl 1359.90097 Pilanci, Mert; Wainwright, Martin J. 31 2015 Iterative Hessian sketch: fast and accurate solution approximation for constrained least-squares. Zbl 1360.62400 Pilanci, Mert; Wainwright, Martin J. 31 2016 Support recovery without incoherence: a case for nonconvex regularization. Zbl 1385.62008 Loh, Po-Ling; Wainwright, Martin J. 30 2017 Minimax optimal procedures for locally private estimation. Zbl 1398.62021 Duchi, John C.; Jordan, Michael I.; Wainwright, Martin J. 28 2018 Randomized sketches for kernels: fast and optimal nonparametric regression. Zbl 1371.62039 Yang, Yun; Pilanci, Mert; Wainwright, Martin J. 26 2017 Randomized smoothing for stochastic optimization. Zbl 1267.65063 Duchi, John C.; Bartlett, Peter L.; Wainwright, Martin J. 25 2012 Early stopping and non-parametric regression: an optimal data-dependent stopping rule. Zbl 1318.62136 Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 25 2014 Sparse learning via Boolean relaxations. Zbl 1328.90106 Pilanci, Mert; Wainwright, Martin J.; El Ghaoui, Laurent 24 2015 Log-concave sampling: Metropolis-Hastings algorithms are fast. Zbl 1440.62039 Dwivedi, Raaz; Chen, Yuansi; Wainwright, Martin J.; Yu, Bin 23 2019 Information-theoretic limits of selecting binary graphical models in high dimensions. Zbl 1365.62212 Santhanam, Narayana P.; Wainwright, Martin J. 22 2012 A new class of upper bounds on the log partition function. Zbl 1310.94028 Wainwright, Martin J.; Jaakkola, Tommi; Willsky, Alan S. 21 2005 Structure estimation for discrete graphical models: generalized covariance matrices and their inverses. Zbl 1288.62081 Loh, Po-Ling; Wainwright, Martin J. 21 2013 A new look at survey propagation and its generalizations. Zbl 1312.68175 Maneva, Elitza N.; Mossel, Elchanan; Wainwright, Martin J. 19 2007 Tree-based reparameterization framework for analysis of sum-product and related algorithms. Zbl 1063.68079 Wainwright, Martin J.; Jaakkola, Tommi S.; Willsky, Alan S. 19 2003 Handbook of graphical models. Zbl 1410.62001 19 2019 Using linear programming to decode binary linear codes. Zbl 1234.94086 Feldman, Jon; Wainwright, Martin J.; Karger, David R. 17 2005 Simple, robust and optimal ranking from pairwise comparisons. Zbl 1473.62078 Shah, Nihar B.; Wainwright, Martin J. 15 2018 On surrogate loss functions and \(f\)-divergences. Zbl 1162.62060 Nguyen, Xuanlong; Wainwright, Martin J.; Jordan, Michael I. 14 2009 The geometry of kernelized spectral clustering. Zbl 1312.62082 Schiebinger, Geoffrey; Wainwright, Martin J.; Yu, Bin 14 2015 Log-determinant relaxation for approximate inference in discrete Markov random fields. Zbl 1374.94616 Wainwright, M. J.; Jordan, M. I. 13 2006 Information-theoretic limits on sparse signal recovery: dense versus sparse measurement matrices. Zbl 1366.94130 Wang, Wei; Wainwright, Martin J.; Ramchandran, Kannan 13 2010 Estimation from pairwise comparisons: sharp minimax bounds with topology dependence. Zbl 1360.62409 Shah, Nihar B.; Balakrishnan, Sivaraman; Bradley, Joseph; Parekh, Abhay; Ramchandran, Kannan; Wainwright, Martin J. 12 2016 A unified treatment of multiple testing with prior knowledge using the p-filter. Zbl 1433.62204 Ramdas, Aaditya K.; Barber, Rina F.; Wainwright, Martin J.; Jordan, Michael I. 12 2019 Fast MCMC sampling algorithms on polytopes. Zbl 1469.60240 Chen, Yuansi; Dwivedi, Raaz; Wainwright, Martin J.; Yu, Bin 12 2018 Random cascades on wavelet trees and their use in analyzing and modeling natural images. Zbl 0983.68228 Wainwright, Martin J.; Simoncelli, Eero P.; Willsky, Alan S. 11 2001 A practical scheme and fast algorithm to tune the Lasso with optimality guarantees. Zbl 1404.68096 Chichignoud, Michael; Lederer, Johannes; Wainwright, Martin J. 11 2016 Active ranking from pairwise comparisons and when parametric assumptions do not help. Zbl 1435.62293 Heckel, Reinhard; Shah, Nihar B.; Ramchandran, Kannan; Wainwright, Martin J. 11 2019 Linear regression with shuffled data: statistical and computational limits of permutation recovery. Zbl 1395.62204 Pananjady, Ashwin; Wainwright, Martin J.; Courtade, Thomas A. 11 2018 On concentration for (regularized) empirical risk minimization. Zbl 1380.62085 Van de Geer, Sara; Wainwright, Martin J. 10 2017 Simultaneous support recovery in high dimensions: benefits and perils of block \(\ell_1/\ell_\infty\)-regularization. Zbl 1365.62274 Negahban, Sahand N.; Wainwright, Martin J. 10 2011 Fast mixing of Metropolized Hamiltonian Monte Carlo: benefits of multi-step gradients. Zbl 1502.62030 Chen, Yuansi; Dwivedi, Raaz; Wainwright, Martin J.; Yu, Bin 10 2020 Geographic gossip: efficient averaging for sensor networks. Zbl 1390.94150 Dimakis, Alexandros D. G.; Sarwate, Anand D.; Wainwright, Martin J. 10 2008 Network-based consensus averaging with general noisy channels. Zbl 1392.94861 Rajagopal, Ram; Wainwright, Martin J. 10 2011 The geometry of hypothesis testing over convex cones: generalized likelihood ratio tests and minimax radii. Zbl 1415.62006 Wei, Yuting; Wainwright, Martin J.; Guntuboyina, Adityanand 9 2019 Derivative-free methods for policy optimization: guarantees for linear quadratic systems. Zbl 1498.93784 Malik, Dhruv; Pananjady, Ashwin; Bhatia, Kush; Khamaru, Koulik; Bartlett, Peter L.; Wainwright, Martin J. 9 2020 Sampled forms of functional PCA in reproducing kernel Hilbert spaces. Zbl 1373.62289 Amini, Arash A.; Wainwright, Martin J. 8 2012 Privacy aware learning. Zbl 1321.68400 Duchi, John C.; Jordan, Michael I.; Wainwright, Martin J. 8 2014 Optimal rates and trade-offs in multiple testing. Zbl 1439.62175 Rabinovich, Maxim; Ramdas, Aaditya; Jordan, Michael I.; Wainwright, Martin J. 8 2020 Estimating the “wrong” graphical model: benefits in the computation-limited setting. Zbl 1222.62114 Wainwright, Martin J. 7 2006 Message-passing for graph-structured linear programs: proximal methods and rounding schemes. Zbl 1242.90167 Ravikumar, Pradeep; Agarwal, Alekh; Wainwright, Martin J. 7 2010 Worst-case versus average-case design for estimation from partial pairwise comparisons. Zbl 1452.62561 Pananjady, Ashwin; Mao, Cheng; Muthukumar, Vidya; Wainwright, Martin J.; Courtade, Thomas A. 7 2020 High-order Langevin diffusion yields an accelerated MCMC algorithm. Zbl 07370559 Mou, Wenlong; Ma, Yi-An; Wainwright, Martin J.; Bartlett, Peter L.; Jordan, Michael I. 7 2021 Feeling the bern: adaptive estimators for Bernoulli probabilities of pairwise comparisons. Zbl 1432.62234 Shah, Nihar B.; Balakrishnan, Sivaraman; Wainwright, Martin J. 7 2019 Singularity, misspecification and the convergence rate of EM. Zbl 1462.62382 Dwivedi, Raaz; Ho, Nhat; Khamaru, Koulik; Wainwright, Martin J.; Jordan, Michael I.; Yu, Bin 6 2020 Optimal prediction for sparse linear models? Lower bounds for coordinate-separable M-estimators. Zbl 1362.62053 Zhang, Yuchen; Wainwright, Martin J.; Jordan, Michael I. 5 2017 A sequential algorithm for false discovery rate control on directed acyclic graphs. Zbl 1506.62312 Ramdas, Aaditya; Chen, Jianbo; Wainwright, Martin J.; Jordan, Michael I. 5 2019 On kernel methods for covariates that are rankings. Zbl 1409.62090 Mania, Horia; Ramdas, Aaditya; Wainwright, Martin J.; Jordan, Michael I.; Recht, Benjamin 5 2018 Towards optimal estimation of bivariate isotonic matrices with unknown permutations. Zbl 1490.62129 Mao, Cheng; Pananjady, Ashwin; Wainwright, Martin J. 5 2020 A permutation-based model for crowd labeling: optimal estimation and robustness. Zbl 1475.62170 Shah, Nihar B.; Balakrishnan, Sivaraman; Wainwright, Martin J. 5 2021 Data association based on optimization in graphical models with application to sensor networks. Zbl 1138.62367 Chen, Lei; Wainwright, Martin J.; Çetin, Müjdat; Willsky, Alan S. 4 2006 Embedded trees: estimation of Gaussian processes on graphs with cycles. Zbl 1370.94248 Sudderth, Erik B.; Wainwright, Martin J.; Willsky, Alan S. 4 2004 Nonparametric decentralized detection using kernel methods. Zbl 1370.94337 Nguyen, XuanLong; Wainwright, Martin J.; Jordan, Michael I. 4 2005 Early stopping for kernel boosting algorithms: a general analysis with localized complexities. Zbl 1432.62115 Wei, Yuting; Yang, Fanny; Wainwright, Martin J. 4 2019 Convergence analysis of reweighted sum-product algorithms. Zbl 1390.94384 Roosta, Tanya G.; Wainwright, Martin J.; Sastry, Shankar S. 4 2008 Instance-dependent \(\ell_\infty\)-bounds for policy evaluation in tabular reinforcement learning. Zbl 1473.62082 Pananjady, Ashwin; Wainwright, Martin J. 4 2021 Convergence guarantees for a class of non-convex and non-smooth optimization problems. Zbl 1446.90130 Khamaru, Koulik; Wainwright, Martin J. 4 2019 Constrained forms of statistical minimax: computation, communication, and privacy. Zbl 1377.62036 Wainwright, Martin J. 3 2014 Belief propagation for continuous state spaces: stochastic message-passing with quantitative guarantees. Zbl 1318.62223 Noorshams, Nima; Wainwright, Martin J. 3 2013 Improved bounds for discretization of Langevin diffusions: near-optimal rates without convexity. Zbl 1493.65021 Mou, Wenlong; Flammarion, Nicolas; Wainwright, Martin J.; Bartlett, Peter L. 3 2022 The local geometry of testing in ellipses: tight control via localized Kolmogorov widths. Zbl 1446.62126 Wei, Yuting; Wainwright, Martin J. 3 2020 High-dimensional variable selection with sparse random projections: measurement sparsity and statistical efficiency. Zbl 1242.62070 Omidiran, Dapo; Wainwright, Martin J. 2 2010 Lossy source compression using low-density generator matrix codes: analysis and algorithms. Zbl 1366.94332 Wainwright, Martin J.; Maneva, Elitza; Martinian, Emin 2 2010 Analysis of absorbing sets and fully absorbing sets of array-based LDPC codes. Zbl 1366.94661 Dolecek, Lara; Zhang, Zhengya; Anantharam, Venkat; Wainwright, Martin J.; Nikolić, Borivoje 2 2010 Is temporal difference learning optimal? An instance-dependent analysis. Zbl 07419556 Khamaru, Koulik; Pananjady, Ashwin; Ruan, Feng; Wainwright, Martin J.; Jordan, Michael I. 2 2021 Optimally tackling covariate shift in RKHS-based nonparametric regression. Zbl 07714179 Ma, Cong; Pathak, Reese; Wainwright, Martin J. 2 2023 Approximation properties of certain operator-induced norms on Hilbert spaces. Zbl 1262.41015 Amini, Arash A.; Wainwright, Martin J. 1 2012 Statistical and computational guarantees for the Baum-Welch algorithm. Zbl 1442.62192 Yang, Fanny; Balakrishnan, Sivaraman; Wainwright, Martin J. 1 2017 On optimal quantization rules for some problems in sequential decentralized detection. Zbl 1328.94025 Nguyen, Xuanlong; Wainwright, Martin J.; Jordan, Michael I. 1 2008 Optimally tackling covariate shift in RKHS-based nonparametric regression. Zbl 07714179 Ma, Cong; Pathak, Reese; Wainwright, Martin J. 2 2023 Improved bounds for discretization of Langevin diffusions: near-optimal rates without convexity. Zbl 1493.65021 Mou, Wenlong; Flammarion, Nicolas; Wainwright, Martin J.; Bartlett, Peter L. 3 2022 High-order Langevin diffusion yields an accelerated MCMC algorithm. Zbl 07370559 Mou, Wenlong; Ma, Yi-An; Wainwright, Martin J.; Bartlett, Peter L.; Jordan, Michael I. 7 2021 A permutation-based model for crowd labeling: optimal estimation and robustness. Zbl 1475.62170 Shah, Nihar B.; Balakrishnan, Sivaraman; Wainwright, Martin J. 5 2021 Instance-dependent \(\ell_\infty\)-bounds for policy evaluation in tabular reinforcement learning. Zbl 1473.62082 Pananjady, Ashwin; Wainwright, Martin J. 4 2021 Is temporal difference learning optimal? An instance-dependent analysis. Zbl 07419556 Khamaru, Koulik; Pananjady, Ashwin; Ruan, Feng; Wainwright, Martin J.; Jordan, Michael I. 2 2021 Fast mixing of Metropolized Hamiltonian Monte Carlo: benefits of multi-step gradients. Zbl 1502.62030 Chen, Yuansi; Dwivedi, Raaz; Wainwright, Martin J.; Yu, Bin 10 2020 Derivative-free methods for policy optimization: guarantees for linear quadratic systems. Zbl 1498.93784 Malik, Dhruv; Pananjady, Ashwin; Bhatia, Kush; Khamaru, Koulik; Bartlett, Peter L.; Wainwright, Martin J. 9 2020 Optimal rates and trade-offs in multiple testing. Zbl 1439.62175 Rabinovich, Maxim; Ramdas, Aaditya; Jordan, Michael I.; Wainwright, Martin J. 8 2020 Worst-case versus average-case design for estimation from partial pairwise comparisons. Zbl 1452.62561 Pananjady, Ashwin; Mao, Cheng; Muthukumar, Vidya; Wainwright, Martin J.; Courtade, Thomas A. 7 2020 Singularity, misspecification and the convergence rate of EM. Zbl 1462.62382 Dwivedi, Raaz; Ho, Nhat; Khamaru, Koulik; Wainwright, Martin J.; Jordan, Michael I.; Yu, Bin 6 2020 Towards optimal estimation of bivariate isotonic matrices with unknown permutations. Zbl 1490.62129 Mao, Cheng; Pananjady, Ashwin; Wainwright, Martin J. 5 2020 The local geometry of testing in ellipses: tight control via localized Kolmogorov widths. Zbl 1446.62126 Wei, Yuting; Wainwright, Martin J. 3 2020 From Gauss to Kolmogorov: localized measures of complexity for ellipses. Zbl 1448.62023 Wei, Yuting; Fang, Billy; Wainwright, Martin J. 1 2020 Function-specific mixing times and concentration away from equilibrium. Zbl 1460.60078 Rabinovich, Maxim; Ramdas, Aaditya; Jordan, Michael I.; Wainwright, Martin J. 1 2020 High-dimensional statistics. A non-asymptotic viewpoint. Zbl 1457.62011 Wainwright, Martin J. 191 2019 Log-concave sampling: Metropolis-Hastings algorithms are fast. Zbl 1440.62039 Dwivedi, Raaz; Chen, Yuansi; Wainwright, Martin J.; Yu, Bin 23 2019 Handbook of graphical models. Zbl 1410.62001 19 2019 A unified treatment of multiple testing with prior knowledge using the p-filter. Zbl 1433.62204 Ramdas, Aaditya K.; Barber, Rina F.; Wainwright, Martin J.; Jordan, Michael I. 12 2019 Active ranking from pairwise comparisons and when parametric assumptions do not help. Zbl 1435.62293 Heckel, Reinhard; Shah, Nihar B.; Ramchandran, Kannan; Wainwright, Martin J. 11 2019 The geometry of hypothesis testing over convex cones: generalized likelihood ratio tests and minimax radii. Zbl 1415.62006 Wei, Yuting; Wainwright, Martin J.; Guntuboyina, Adityanand 9 2019 Feeling the bern: adaptive estimators for Bernoulli probabilities of pairwise comparisons. Zbl 1432.62234 Shah, Nihar B.; Balakrishnan, Sivaraman; Wainwright, Martin J. 7 2019 A sequential algorithm for false discovery rate control on directed acyclic graphs. Zbl 1506.62312 Ramdas, Aaditya; Chen, Jianbo; Wainwright, Martin J.; Jordan, Michael I. 5 2019 Early stopping for kernel boosting algorithms: a general analysis with localized complexities. Zbl 1432.62115 Wei, Yuting; Yang, Fanny; Wainwright, Martin J. 4 2019 Convergence guarantees for a class of non-convex and non-smooth optimization problems. Zbl 1446.90130 Khamaru, Koulik; Wainwright, Martin J. 4 2019 Low permutation-rank matrices: structural properties and noisy completion. Zbl 1434.68451 Shah, Nihar B.; Balakrishnan, Sivaraman; Wainwright, Martin J. 1 2019 Minimax optimal procedures for locally private estimation. Zbl 1398.62021 Duchi, John C.; Jordan, Michael I.; Wainwright, Martin J. 28 2018 Simple, robust and optimal ranking from pairwise comparisons. Zbl 1473.62078 Shah, Nihar B.; Wainwright, Martin J. 15 2018 Fast MCMC sampling algorithms on polytopes. Zbl 1469.60240 Chen, Yuansi; Dwivedi, Raaz; Wainwright, Martin J.; Yu, Bin 12 2018 Linear regression with shuffled data: statistical and computational limits of permutation recovery. Zbl 1395.62204 Pananjady, Ashwin; Wainwright, Martin J.; Courtade, Thomas A. 11 2018 On kernel methods for covariates that are rankings. Zbl 1409.62090 Mania, Horia; Ramdas, Aaditya; Wainwright, Martin J.; Jordan, Michael I.; Recht, Benjamin 5 2018 Statistical guarantees for the EM algorithm: from population to sample-based analysis. Zbl 1367.62052 Balakrishnan, Sivaraman; Wainwright, Martin J.; Yu, Bin 57 2017 Newton sketch: a near linear-time optimization algorithm with linear-quadratic convergence. Zbl 1456.90125 Pilanci, Mert; Wainwright, Martin J. 35 2017 Stochastically transitive models for pairwise comparisons: statistical and computational issues. Zbl 1364.94253 Shah, Nihar B.; Balakrishnan, Sivaraman; Guntuboyina, Adityanand; Wainwright, Martin J. 32 2017 Support recovery without incoherence: a case for nonconvex regularization. Zbl 1385.62008 Loh, Po-Ling; Wainwright, Martin J. 30 2017 Randomized sketches for kernels: fast and optimal nonparametric regression. Zbl 1371.62039 Yang, Yun; Pilanci, Mert; Wainwright, Martin J. 26 2017 On concentration for (regularized) empirical risk minimization. Zbl 1380.62085 Van de Geer, Sara; Wainwright, Martin J. 10 2017 Optimal prediction for sparse linear models? Lower bounds for coordinate-separable M-estimators. Zbl 1362.62053 Zhang, Yuchen; Wainwright, Martin J.; Jordan, Michael I. 5 2017 Statistical and computational guarantees for the Baum-Welch algorithm. Zbl 1442.62192 Yang, Fanny; Balakrishnan, Sivaraman; Wainwright, Martin J. 1 2017 On the computational complexity of high-dimensional Bayesian variable selection. Zbl 1359.62088 Yang, Yun; Wainwright, Martin J.; Jordan, Michael I. 39 2016 Iterative Hessian sketch: fast and accurate solution approximation for constrained least-squares. Zbl 1360.62400 Pilanci, Mert; Wainwright, Martin J. 31 2016 Estimation from pairwise comparisons: sharp minimax bounds with topology dependence. Zbl 1360.62409 Shah, Nihar B.; Balakrishnan, Sivaraman; Bradley, Joseph; Parekh, Abhay; Ramchandran, Kannan; Wainwright, Martin J. 12 2016 A practical scheme and fast algorithm to tune the Lasso with optimality guarantees. Zbl 1404.68096 Chichignoud, Michael; Lederer, Johannes; Wainwright, Martin J. 11 2016 Statistical learning with sparsity. The Lasso and generalizations. Zbl 1319.68003 Hastie, Trevor; Tibshirani, Robert; Wainwright, Martin 330 2015 Regularized \(M\)-estimators with nonconvexity: statistical and algorithmic theory for local optima. Zbl 1360.62276 Loh, Po-Ling; Wainwright, Martin J. 96 2015 Divide and conquer kernel ridge regression: a distributed algorithm with minimax optimal rates. Zbl 1351.62142 Zhang, Yuchen; Duchi, John; Wainwright, Martin 95 2015 Optimal rates for zero-order convex optimization: the power of two function evaluations. Zbl 1359.90155 Duchi, John C.; Jordan, Michael I.; Wainwright, Martin J.; Wibisono, Andre 48 2015 Randomized sketches of convex programs with sharp guarantees. Zbl 1359.90097 Pilanci, Mert; Wainwright, Martin J. 31 2015 Sparse learning via Boolean relaxations. Zbl 1328.90106 Pilanci, Mert; Wainwright, Martin J.; El Ghaoui, Laurent 24 2015 The geometry of kernelized spectral clustering. Zbl 1312.62082 Schiebinger, Geoffrey; Wainwright, Martin J.; Yu, Bin 14 2015 Graphical models and message-passing algorithms: some introductory lectures. Zbl 1338.62017 Wainwright, Martin J. 1 2015 Mathematical foundations of complex networked information systems. Lectures of the CIME course. Politecnico di Torino, Verrès, Italy 2009. Zbl 1322.05001 1 2015 Early stopping and non-parametric regression: an optimal data-dependent stopping rule. Zbl 1318.62136 Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 25 2014 Privacy aware learning. Zbl 1321.68400 Duchi, John C.; Jordan, Michael I.; Wainwright, Martin J. 8 2014 Constrained forms of statistical minimax: computation, communication, and privacy. Zbl 1377.62036 Wainwright, Martin J. 3 2014 Communication-efficient algorithms for statistical optimization. Zbl 1318.62016 Zhang, Yuchen; Duchi, John C.; Wainwright, Martin J. 70 2013 Structure estimation for discrete graphical models: generalized covariance matrices and their inverses. Zbl 1288.62081 Loh, Po-Ling; Wainwright, Martin J. 21 2013 Belief propagation for continuous state spaces: stochastic message-passing with quantitative guarantees. Zbl 1318.62223 Noorshams, Nima; Wainwright, Martin J. 3 2013 A unified framework for high-dimensional analysis of \(M\)-estimators with decomposable regularizers. Zbl 1331.62350 Negahban, Sahand N.; Ravikumar, Pradeep; Wainwright, Martin J.; Yu, Bin 239 2012 Dual averaging for distributed optimization: convergence analysis and network scaling. Zbl 1369.90156 Duchi, John C.; Agarwal, Alekh; Wainwright, Martin J. 143 2012 High-dimensional regression with noisy and missing data: provable guarantees with nonconvexity. Zbl 1257.62063 Loh, Po-Ling; Wainwright, Martin J. 90 2012 Restricted strong convexity and weighted matrix completion: optimal bounds with noise. Zbl 1436.62204 Negahban, Sahand; Wainwright, Martin J. 90 2012 Noisy matrix decomposition via convex relaxation: optimal rates in high dimensions. Zbl 1274.62219 Agarwal, Alekh; Negahban, Sahand; Wainwright, Martin J. 58 2012 Minimax-optimal rates for sparse additive models over kernel classes via convex programming. Zbl 1283.62071 Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 58 2012 Fast global convergence of gradient methods for high-dimensional statistical recovery. Zbl 1373.62244 Agarwal, Alekh; Negahban, Sahand; Wainwright, Martin J. 57 2012 Information-theoretic lower bounds on the oracle complexity of stochastic convex optimization. Zbl 1365.94132 Agarwal, Alekh; Bartlett, Peter L.; Ravikumar, Pradeep; Wainwright, Martin J. 48 2012 Randomized smoothing for stochastic optimization. Zbl 1267.65063 Duchi, John C.; Bartlett, Peter L.; Wainwright, Martin J. 25 2012 Information-theoretic limits of selecting binary graphical models in high dimensions. Zbl 1365.62212 Santhanam, Narayana P.; Wainwright, Martin J. 22 2012 Sampled forms of functional PCA in reproducing kernel Hilbert spaces. Zbl 1373.62289 Amini, Arash A.; Wainwright, Martin J. 8 2012 Approximation properties of certain operator-induced norms on Hilbert spaces. Zbl 1262.41015 Amini, Arash A.; Wainwright, Martin J. 1 2012 High-dimensional covariance estimation by minimizing \(\ell _{1}\)-penalized log-determinant divergence. Zbl 1274.62190 Ravikumar, Pradeep; Wainwright, Martin J.; Raskutti, Garvesh; Yu, Bin 192 2011 Minimax rates of estimation for high-dimensional linear regression over \(\ell_q\)-balls. Zbl 1365.62276 Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 137 2011 Estimation of (near) low-rank matrices with noise and high-dimensional scaling. Zbl 1216.62090 Negahban, Sahand; Wainwright, Martin J. 129 2011 Support union recovery in high-dimensional multivariate regression. Zbl 1373.62372 Obozinski, Guillaume; Wainwright, Martin J.; Jordan, Michael I. 77 2011 Simultaneous support recovery in high dimensions: benefits and perils of block \(\ell_1/\ell_\infty\)-regularization. Zbl 1365.62274 Negahban, Sahand N.; Wainwright, Martin J. 10 2011 Network-based consensus averaging with general noisy channels. Zbl 1392.94861 Rajagopal, Ram; Wainwright, Martin J. 10 2011 High-dimensional Ising model selection using \(\ell _{1}\)-regularized logistic regression. Zbl 1189.62115 Ravikumar, Pradeep; Wainwright, Martin J.; Lafferty, John D. 139 2010 Restricted eigenvalue properties for correlated Gaussian designs. Zbl 1242.62071 Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 86 2010 Estimating divergence functionals and the likelihood ratio by convex risk minimization. Zbl 1366.62071 Nguyen, XuanLong; Wainwright, Martin J.; Jordan, Michael I. 42 2010 Network coding for distributed storage systems. Zbl 1410.68117 Dimakis, Alexandros G.; Godfrey, P. Brighten; Wu, Yunnan; Wainwright, Martin J.; Ramchandran, Kannan 37 2010 Information-theoretic limits on sparse signal recovery: dense versus sparse measurement matrices. Zbl 1366.94130 Wang, Wei; Wainwright, Martin J.; Ramchandran, Kannan 13 2010 Message-passing for graph-structured linear programs: proximal methods and rounding schemes. Zbl 1242.90167 Ravikumar, Pradeep; Agarwal, Alekh; Wainwright, Martin J. 7 2010 High-dimensional variable selection with sparse random projections: measurement sparsity and statistical efficiency. Zbl 1242.62070 Omidiran, Dapo; Wainwright, Martin J. 2 2010 Lossy source compression using low-density generator matrix codes: analysis and algorithms. Zbl 1366.94332 Wainwright, Martin J.; Maneva, Elitza; Martinian, Emin 2 2010 Analysis of absorbing sets and fully absorbing sets of array-based LDPC codes. Zbl 1366.94661 Dolecek, Lara; Zhang, Zhengya; Anantharam, Venkat; Wainwright, Martin J.; Nikolić, Borivoje 2 2010 Sharp thresholds for high-dimensional and noisy sparsity recovery using \(\ell_1\)-constrained quadratic programming (Lasso). Zbl 1367.62220 Wainwright, Martin J. 242 2009 Information-theoretic limits on sparsity recovery in the high-dimensional and noisy setting. Zbl 1367.94106 Wainwright, Martin J. 52 2009 High-dimensional analysis of semidefinite relaxations for sparse principal components. Zbl 1173.62049 Amini, Arash A.; Wainwright, Martin J. 46 2009 On surrogate loss functions and \(f\)-divergences. Zbl 1162.62060 Nguyen, Xuanlong; Wainwright, Martin J.; Jordan, Michael I. 14 2009 Graphical models, exponential families, and variational inference. Zbl 1193.62107 Wainwright, Martin J.; Jordan, Michael I. 336 2008 Geographic gossip: efficient averaging for sensor networks. Zbl 1390.94150 Dimakis, Alexandros D. G.; Sarwate, Anand D.; Wainwright, Martin J. 10 2008 Convergence analysis of reweighted sum-product algorithms. Zbl 1390.94384 Roosta, Tanya G.; Wainwright, Martin J.; Sastry, Shankar S. 4 2008 On optimal quantization rules for some problems in sequential decentralized detection. Zbl 1328.94025 Nguyen, Xuanlong; Wainwright, Martin J.; Jordan, Michael I. 1 2008 A new look at survey propagation and its generalizations. Zbl 1312.68175 Maneva, Elitza N.; Mossel, Elchanan; Wainwright, Martin J. 19 2007 Log-determinant relaxation for approximate inference in discrete Markov random fields. Zbl 1374.94616 Wainwright, M. J.; Jordan, M. I. 13 2006 Estimating the “wrong” graphical model: benefits in the computation-limited setting. Zbl 1222.62114 Wainwright, Martin J. 7 2006 Data association based on optimization in graphical models with application to sensor networks. Zbl 1138.62367 Chen, Lei; Wainwright, Martin J.; Çetin, Müjdat; Willsky, Alan S. 4 2006 MAP estimation via agreement on trees: message-passing and linear programming. Zbl 1318.94025 Wainwright, Martin J.; Jaakkola, Tommi; Willsky, Alan S. 38 2005 A new class of upper bounds on the log partition function. Zbl 1310.94028 Wainwright, Martin J.; Jaakkola, Tommi; Willsky, Alan S. 21 2005 Using linear programming to decode binary linear codes. Zbl 1234.94086 Feldman, Jon; Wainwright, Martin J.; Karger, David R. 17 2005 ...and 6 more Documents all cited Publications top 5 cited Publications all top 5 Cited by 5,356 Authors 43 Wainwright, Martin J. 30 Fan, Jianqing 25 Lian, Heng 23 Liu, Han 22 Cai, Tony Tony 21 Bühlmann, Peter 21 Jordan, Michael Irwin 21 Van de Geer, Sara Anna 20 Huang, Jian 19 Sugiyama, Masashi 16 Gasnikov, Aleksandr V. 15 Bertsimas, Dimitris John 15 Suzuki, Taiji 15 Tsybakov, Alexandre B. 15 Zhang, Tong 15 Zhou, Harrison H. 14 Pan, Shaohua 13 Verzelen, Nicolas 12 Klopp, Olga 12 Li, Jueyou 12 Zhou, Dingxuan 11 Bi, Shujun 11 Mazumder, Rahul 11 Schnörr, Christoph 10 Bach, Francis R. 10 Chen, Xi 10 Duchi, John C. 10 Foygel Barber, Rina 10 Gao, Chao 10 Jiao, Yuling 10 Kanamori, Takafumi 10 Kang, Lican 10 Kong, Lingchen 10 Li, Lexin 10 Wand, Matthew P. 10 Wu, Zhiyou 10 Yang, Yuehan 10 Zou, Hui 9 Chen, Yuxin 9 Cheng, Guang 9 Drton, Mathias 9 Fadili, Jalal M. 9 Katsoulakis, Markos A. 9 Kolar, Mladen 9 Lee, Kyoungjae 9 Lv, Shaogao 9 Pang, Jong-Shi 9 Pauphilet, Jean 9 Ren, Zhao 9 Rigollet, Philippe 9 Shojaie, Ali 9 Taylor, Jonathan E. 8 Bradic, Jelena 8 Bunea, Florentina 8 Candès, Emmanuel J. 8 Chandrasekaran, Venkat 8 Dalalyan, Arnak S. 8 Han, Fang 8 Lin, Shaobo 8 Liu, Yanyan 8 Liu, Yufeng 8 Lu, Junwei 8 Michailidis, George C. 8 Peyré, Gabriel 8 Raskutti, Garvesh 8 Rinaldo, Alessandro 8 Shi, Lei 8 Xing, Eric P. 8 Yu, Bin 8 Yuan, Deming 8 Yuan, Ming 8 Zheng, Zemin 7 Bartlett, Peter L. 7 Blei, David M. 7 Butucea, Cristina 7 Cao, Xuan 7 Carrizosa, Emilio 7 Chertkov, Michael 7 Chi, Yuejie 7 Dunson, David Brian 7 Gaynanova, Irina 7 Gómez, Andrés 7 Li, Runze 7 Liao, Yuan 7 Loh, Po-Ling 7 Lu, Xiliang 7 Mai, Qing 7 Meinshausen, Nicolai 7 Pananjady, Ashwin 7 Ramdas, Aaditya K. 7 Samworth, Richard J. 7 Schweinberger, Michael 7 She, Yiyuan 7 Slawski, Martin 7 Tran Dinh Quoc 7 Wang, Lei 7 Wasserman, Larry Alan 7 Willsky, Alan Steven 7 Xue, Lingzhou 7 Zhang, Cun-Hui ...and 5,256 more Authors all top 5 Cited in 351 Serials 259 The Annals of Statistics 174 Electronic Journal of Statistics 169 Journal of Machine Learning Research (JMLR) 102 Journal of the American Statistical Association 71 Computational Statistics and Data Analysis 70 Journal of Multivariate Analysis 61 Bernoulli 60 Mathematical Programming. 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