Edit Profile (opens in new tab) Wainwright, Martin J. Compute Distance To: Compute Author ID: wainwright.martin-j Published as: Wainwright, Martin J.; Wainwright, Martin; Wainwright, M. J. more...less Documents Indexed: 112 Publications since 2001, including 2 Books 2 Contributions as Editor · 1 Further Contribution Co-Authors: 93 Co-Authors with 107 Joint Publications 3,366 Co-Co-Authors all top 5 Co-Authors 7 single-authored 21 Jordan, Michael Irwin 13 Yu, Bin 8 Duchi, John C. 7 Balakrishnan, Sivaraman 7 Shah, Nihar B. 6 Negahban, Sahand N. 6 Pananjady, Ashwin 6 Willsky, Alan Steven 5 Agarwal, Alekh 5 Bartlett, Peter L. 5 Pilanci, Mert 5 Ramdas, Aaditya K. 5 Raskutti, Garvesh 5 Ravikumar, Pradeep 4 Dimakis, Alexandros G. 4 Dwivedi, Raaz 4 Khamaru, Koulik 4 Loh, Po-Ling 4 Nguyen, XuanLong 4 Ramchandran, Kannan 4 Wei, Yuting 3 Amini, Arash Ali 3 Chen, Yuansi 3 Jaakkola, Tommi Sakari 3 Maneva, Elitza N. 3 Zhang, Yuchen 2 Courtade, Thomas A. 2 Daskalakis, Constantinos 2 Feldman, Jonathan Ezra 2 Guntuboyina, Adityanand 2 Karp, Richard Manning 2 Mao, Cheng 2 Martinian, Emin 2 Mossel, Elchanan 2 Mou, Wenlong 2 Noorshams, Nima 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, Jianbo 1 Chen, Lei 1 Chichignoud, Michaël 1 Dimakis, Alexandros D. G. 1 Dolecek, Lara 1 Drton, Mathias 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 Ho, Nhat 1 Karger, David R. 1 Lafferty, John D. 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, Shankar S. 1 Schiebinger, Geoffrey 1 Servedio, Rocco A. 1 Stein, Clifford 1 Strela, Vasily 1 Sudderth, Erik B. 1 Tibshirani, Robert John 1 Wang, Wei 1 Wibisono, Andre 1 Wu, Yunnan 1 Zecchina, Riccardo 1 Zhang, Zhengya all top 5 Serials 30 IEEE Transactions on Information Theory 23 Journal of Machine Learning Research (JMLR) 22 The Annals of Statistics 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 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 81 Statistics (62-XX) 31 Information and communication theory, circuits (94-XX) 30 Computer science (68-XX) 28 Operations research, mathematical programming (90-XX) 15 Probability theory and stochastic processes (60-XX) 13 Combinatorics (05-XX) 12 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) 1 Approximations and expansions (41-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Operator theory (47-XX) 1 Convex and discrete geometry (52-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 98 Publications have been cited 2,972 times in 2,153 Documents Cited by ▼ Year ▼ Graphical models, exponential families, and variational inference. Zbl 1193.62107Wainwright, Martin J.; Jordan, Michael I. 262 2008 Statistical learning with sparsity. The Lasso and generalizations. Zbl 1319.68003Hastie, Trevor; Tibshirani, Robert; Wainwright, Martin 202 2015 Sharp thresholds for high-dimensional and noisy sparsity recovery using \(\ell_1\)-constrained quadratic programming (Lasso). Zbl 1367.62220Wainwright, Martin J. 202 2009 A unified framework for high-dimensional analysis of \(M\)-estimators with decomposable regularizers. Zbl 1331.62350Negahban, Sahand N.; Ravikumar, Pradeep; Wainwright, Martin J.; Yu, Bin 174 2012 High-dimensional covariance estimation by minimizing \(\ell _{1}\)-penalized log-determinant divergence. Zbl 1274.62190Ravikumar, Pradeep; Wainwright, Martin J.; Raskutti, Garvesh; Yu, Bin 154 2011 High-dimensional Ising model selection using \(\ell _{1}\)-regularized logistic regression. Zbl 1189.62115Ravikumar, Pradeep; Wainwright, Martin J.; Lafferty, John D. 110 2010 Dual averaging for distributed optimization: convergence analysis and network scaling. Zbl 1369.90156Duchi, John C.; Agarwal, Alekh; Wainwright, Martin J. 105 2012 Minimax rates of estimation for high-dimensional linear regression over \(\ell_q\)-balls. Zbl 1365.62276Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 103 2011 Image denoising using scale mixtures of Gaussians in the wavelet domain. Zbl 1279.94028Portilla, Javier; Strela, Vasily; Wainwright, Martin J.; Simoncelli, Eero P. 103 2003 Estimation of (near) low-rank matrices with noise and high-dimensional scaling. Zbl 1216.62090Negahban, Sahand; Wainwright, Martin J. 87 2011 High-dimensional statistics. A non-asymptotic viewpoint. Zbl 1457.62011Wainwright, Martin J. 70 2019 Restricted strong convexity and weighted matrix completion: optimal bounds with noise. Zbl 1436.62204Negahban, Sahand; Wainwright, Martin J. 68 2012 Regularized \(M\)-estimators with nonconvexity: statistical and algorithmic theory for local optima. Zbl 1360.62276Loh, Po-Ling; Wainwright, Martin J. 67 2015 Restricted eigenvalue properties for correlated Gaussian designs. Zbl 1242.62071Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 66 2010 Support union recovery in high-dimensional multivariate regression. Zbl 1373.62372Obozinski, Guillaume; Wainwright, Martin J.; Jordan, Michael I. 62 2011 Divide and conquer kernel ridge regression: a distributed algorithm with minimax optimal rates. Zbl 1351.62142Zhang, Yuchen; Duchi, John; Wainwright, Martin 59 2015 High-dimensional regression with noisy and missing data: provable guarantees with nonconvexity. Zbl 1257.62063Loh, Po-Ling; Wainwright, Martin J. 57 2012 Minimax-optimal rates for sparse additive models over kernel classes via convex programming. Zbl 1283.62071Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 45 2012 Information-theoretic limits on sparsity recovery in the high-dimensional and noisy setting. Zbl 1367.94106Wainwright, Martin J. 44 2009 Noisy matrix decomposition via convex relaxation: optimal rates in high dimensions. Zbl 1274.62219Agarwal, Alekh; Negahban, Sahand; Wainwright, Martin J. 43 2012 High-dimensional analysis of semidefinite relaxations for sparse principal components. Zbl 1173.62049Amini, Arash A.; Wainwright, Martin J. 41 2009 Fast global convergence of gradient methods for high-dimensional statistical recovery. Zbl 1373.62244Agarwal, Alekh; Negahban, Sahand; Wainwright, Martin J. 39 2012 Information-theoretic lower bounds on the oracle complexity of stochastic convex optimization. Zbl 1365.94132Agarwal, Alekh; Bartlett, Peter L.; Ravikumar, Pradeep; Wainwright, Martin J. 38 2012 Statistical guarantees for the EM algorithm: from population to sample-based analysis. Zbl 1367.62052Balakrishnan, Sivaraman; Wainwright, Martin J.; Yu, Bin 37 2017 MAP estimation via agreement on trees: message-passing and linear programming. Zbl 1318.94025Wainwright, Martin J.; Jaakkola, Tommi; Willsky, Alan S. 37 2005 Estimating divergence functionals and the likelihood ratio by convex risk minimization. Zbl 1366.62071Nguyen, XuanLong; Wainwright, Martin J.; Jordan, Michael I. 31 2010 Communication-efficient algorithms for statistical optimization. Zbl 1318.62016Zhang, Yuchen; Duchi, John C.; Wainwright, Martin J. 31 2013 On the computational complexity of high-dimensional Bayesian variable selection. Zbl 1359.62088Yang, Yun; Wainwright, Martin J.; Jordan, Michael I. 26 2016 Randomized sketches of convex programs with sharp guarantees. Zbl 1359.90097Pilanci, Mert; Wainwright, Martin J. 25 2015 Stochastically transitive models for pairwise comparisons: statistical and computational issues. Zbl 1364.94253Shah, Nihar B.; Balakrishnan, Sivaraman; Guntuboyina, Adityanand; Wainwright, Martin J. 25 2017 Newton sketch: a near linear-time optimization algorithm with linear-quadratic convergence. Zbl 1456.90125Pilanci, Mert; Wainwright, Martin J. 23 2017 Optimal rates for zero-order convex optimization: the power of two function evaluations. Zbl 1359.90155Duchi, John C.; Jordan, Michael I.; Wainwright, Martin J.; Wibisono, Andre 23 2015 Support recovery without incoherence: a case for nonconvex regularization. Zbl 1385.62008Loh, Po-Ling; Wainwright, Martin J. 22 2017 Iterative Hessian sketch: fast and accurate solution approximation for constrained least-squares. Zbl 1360.62400Pilanci, Mert; Wainwright, Martin J. 21 2016 Sparse learning via Boolean relaxations. Zbl 1328.90106Pilanci, Mert; Wainwright, Martin J.; El Ghaoui, Laurent 19 2015 Early stopping and non-parametric regression: an optimal data-dependent stopping rule. Zbl 1318.62136Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 19 2014 A new class of upper bounds on the log partition function. Zbl 1310.94028Wainwright, Martin J.; Jaakkola, Tommi; Willsky, Alan S. 19 2005 Structure estimation for discrete graphical models: generalized covariance matrices and their inverses. Zbl 1288.62081Loh, Po-Ling; Wainwright, Martin J. 18 2013 Network coding for distributed storage systems. Zbl 1410.68117Dimakis, Alexandros G.; Godfrey, P. Brighten; Wu, Yunnan; Wainwright, Martin J.; Ramchandran, Kannan 18 2010 Tree-based reparameterization framework for analysis of sum-product and related algorithms. Zbl 1063.68079Wainwright, Martin J.; Jaakkola, Tommi S.; Willsky, Alan S. 17 2003 Randomized smoothing for stochastic optimization. Zbl 1267.65063Duchi, John C.; Bartlett, Peter L.; Wainwright, Martin J. 17 2012 Log-concave sampling: Metropolis-Hastings algorithms are fast. Zbl 1440.62039Dwivedi, Raaz; Chen, Yuansi; Wainwright, Martin J.; Yu, Bin 16 2019 Minimax optimal procedures for locally private estimation. Zbl 1398.62021Duchi, John C.; Jordan, Michael I.; Wainwright, Martin J. 16 2018 Randomized sketches for kernels: fast and optimal nonparametric regression. Zbl 1371.62039Yang, Yun; Pilanci, Mert; Wainwright, Martin J. 16 2017 Information-theoretic limits of selecting binary graphical models in high dimensions. Zbl 1365.62212Santhanam, Narayana P.; Wainwright, Martin J. 16 2012 A new look at survey propagation and its generalizations. Zbl 1312.68175Maneva, Elitza N.; Mossel, Elchanan; Wainwright, Martin J. 15 2007 Using linear programming to decode binary linear codes. Zbl 1234.94086Feldman, Jon; Wainwright, Martin J.; Karger, David R. 15 2005 Information-theoretic limits on sparse signal recovery: dense versus sparse measurement matrices. Zbl 1366.94130Wang, Wei; Wainwright, Martin J.; Ramchandran, Kannan 13 2010 On surrogate loss functions and \(f\)-divergences. Zbl 1162.62060Nguyen, Xuanlong; Wainwright, Martin J.; Jordan, Michael I. 12 2009 Log-determinant relaxation for approximate inference in discrete Markov random fields. Zbl 1374.94616Wainwright, M. J.; Jordan, M. I. 12 2006 Random cascades on wavelet trees and their use in analyzing and modeling natural images. Zbl 0983.68228Wainwright, Martin J.; Simoncelli, Eero P.; Willsky, Alan S. 11 2001 The geometry of kernelized spectral clustering. Zbl 1312.62082Schiebinger, Geoffrey; Wainwright, Martin J.; Yu, Bin 10 2015 Network-based consensus averaging with general noisy channels. Zbl 1392.94861Rajagopal, Ram; Wainwright, Martin J. 10 2011 A practical scheme and fast algorithm to tune the Lasso with optimality guarantees. Zbl 1404.68096Chichignoud, Michael; Lederer, Johannes; Wainwright, Martin J. 10 2016 Estimation from pairwise comparisons: sharp minimax bounds with topology dependence. Zbl 1360.62409Shah, Nihar B.; Balakrishnan, Sivaraman; Bradley, Joseph; Parekh, Abhay; Ramchandran, Kannan; Wainwright, Martin J. 9 2016 Handbook of graphical models. Zbl 1410.62001 9 2019 Simple, robust and optimal ranking from pairwise comparisons. Zbl 1473.62078Shah, Nihar B.; Wainwright, Martin J. 9 2018 Simultaneous support recovery in high dimensions: benefits and perils of block \(\ell_1/\ell_\infty\)-regularization. Zbl 1365.62274Negahban, Sahand N.; Wainwright, Martin J. 9 2011 On concentration for (regularized) empirical risk minimization. Zbl 1380.62085Van de Geer, Sara; Wainwright, Martin J. 8 2017 Message-passing for graph-structured linear programs: proximal methods and rounding schemes. Zbl 1242.90167Ravikumar, Pradeep; Agarwal, Alekh; Wainwright, Martin J. 7 2010 Geographic gossip: efficient averaging for sensor networks. Zbl 1390.94150Dimakis, Alexandros D. G.; Sarwate, Anand D.; Wainwright, Martin J. 7 2008 Linear regression with shuffled data: statistical and computational limits of permutation recovery. Zbl 1395.62204Pananjady, Ashwin; Wainwright, Martin J.; Courtade, Thomas A. 7 2018 Sampled forms of functional PCA in reproducing kernel Hilbert spaces. Zbl 1373.62289Amini, Arash A.; Wainwright, Martin J. 6 2012 Privacy aware learning. Zbl 1321.68400Duchi, John C.; Jordan, Michael I.; Wainwright, Martin J. 6 2014 Estimating the “wrong” graphical model: benefits in the computation-limited setting. Zbl 1222.62114Wainwright, Martin J. 6 2006 Optimal rates and trade-offs in multiple testing. Zbl 1439.62175Rabinovich, Maxim; Ramdas, Aaditya; Jordan, Michael I.; Wainwright, Martin J. 6 2020 Fast mixing of Metropolized Hamiltonian Monte Carlo: benefits of multi-step gradients. Zbl 07255123Chen, Yuansi; Dwivedi, Raaz; Wainwright, Martin J.; Yu, Bin 6 2020 Worst-case versus average-case design for estimation from partial pairwise comparisons. Zbl 1452.62561Pananjady, Ashwin; Mao, Cheng; Muthukumar, Vidya; Wainwright, Martin J.; Courtade, Thomas A. 5 2020 Data association based on optimization in graphical models with application to sensor networks. Zbl 1138.62367Chen, Lei; Wainwright, Martin J.; Çetin, Müjdat; Willsky, Alan S. 4 2006 Derivative-free methods for policy optimization: guarantees for linear quadratic systems. Zbl 07255052Malik, Dhruv; Pananjady, Ashwin; Bhatia, Kush; Khamaru, Koulik; Bartlett, Peter L.; Wainwright, Martin J. 4 2020 A unified treatment of multiple testing with prior knowledge using the p-filter. Zbl 1433.62204Ramdas, Aaditya K.; Barber, Rina F.; Wainwright, Martin J.; Jordan, Michael I. 4 2019 Active ranking from pairwise comparisons and when parametric assumptions do not help. Zbl 1435.62293Heckel, Reinhard; Shah, Nihar B.; Ramchandran, Kannan; Wainwright, Martin J. 4 2019 Embedded trees: estimation of Gaussian processes on graphs with cycles. Zbl 1370.94248Sudderth, Erik B.; Wainwright, Martin J.; Willsky, Alan S. 4 2004 Nonparametric decentralized detection using kernel methods. Zbl 1370.94337Nguyen, XuanLong; Wainwright, Martin J.; Jordan, Michael I. 4 2005 Optimal prediction for sparse linear models? Lower bounds for coordinate-separable M-estimators. Zbl 1362.62053Zhang, Yuchen; Wainwright, Martin J.; Jordan, Michael I. 4 2017 High-order Langevin diffusion yields an accelerated MCMC algorithm. Zbl 07370559Mou, Wenlong; Ma, Yi-An; Wainwright, Martin J.; Bartlett, Peter L.; Jordan, Michael I. 3 2021 Convergence analysis of reweighted sum-product algorithms. Zbl 1390.94384Roosta, Tanya G.; Wainwright, Martin J.; Sastry, Shankar S. 3 2008 On kernel methods for covariates that are rankings. Zbl 1409.62090Mania, Horia; Ramdas, Aaditya; Wainwright, Martin J.; Jordan, Michael I.; Recht, Benjamin 3 2018 The geometry of hypothesis testing over convex cones: generalized likelihood ratio tests and minimax radii. Zbl 1415.62006Wei, Yuting; Wainwright, Martin J.; Guntuboyina, Adityanand 3 2019 Feeling the bern: adaptive estimators for Bernoulli probabilities of pairwise comparisons. Zbl 1432.62234Shah, Nihar B.; Balakrishnan, Sivaraman; Wainwright, Martin J. 3 2019 Singularity, misspecification and the convergence rate of EM. Zbl 1462.62382Dwivedi, Raaz; Ho, Nhat; Khamaru, Koulik; Wainwright, Martin J.; Jordan, Michael I.; Yu, Bin 3 2020 High-dimensional variable selection with sparse random projections: measurement sparsity and statistical efficiency. Zbl 1242.62070Omidiran, Dapo; Wainwright, Martin J. 2 2010 Early stopping for kernel boosting algorithms: a general analysis with localized complexities. Zbl 1432.62115Wei, Yuting; Yang, Fanny; Wainwright, Martin J. 2 2019 Low permutation-rank matrices: structural properties and noisy completion. Zbl 1434.68451Shah, Nihar B.; Balakrishnan, Sivaraman; Wainwright, Martin J. 2 2019 Towards optimal estimation of bivariate isotonic matrices with unknown permutations. Zbl 07315907Mao, Cheng; Pananjady, Ashwin; Wainwright, Martin J. 2 2020 Fast MCMC sampling algorithms on polytopes. Zbl 1469.60240Chen, Yuansi; Dwivedi, Raaz; Wainwright, Martin J.; Yu, Bin 2 2018 Lossy source compression using low-density generator matrix codes: analysis and algorithms. Zbl 1366.94332Wainwright, Martin J.; Maneva, Elitza; Martinian, Emin 2 2010 Constrained forms of statistical minimax: computation, communication, and privacy. Zbl 1377.62036Wainwright, Martin J. 2 2014 A permutation-based model for crowd labeling: optimal estimation and robustness. Zbl 1475.62170Shah, Nihar B.; Balakrishnan, Sivaraman; Wainwright, Martin J. 2 2021 A new look at survey propagation and its generalizations. Zbl 1297.68094Maneva, Elitza; Mossel, Elchanan; Wainwright, Martin J. 1 2005 Graphical models and message-passing algorithms: some introductory lectures. Zbl 1338.62017Wainwright, Martin J. 1 2015 Belief propagation for continuous state spaces: stochastic message-passing with quantitative guarantees. Zbl 1318.62223Noorshams, Nima; Wainwright, Martin J. 1 2013 A sequential algorithm for false discovery rate control on directed acyclic graphs. Zbl 07051941Ramdas, Aaditya; Chen, Jianbo; Wainwright, Martin J.; Jordan, Michael I. 1 2019 On optimal quantization rules for some problems in sequential decentralized detection. Zbl 1328.94025Nguyen, Xuanlong; Wainwright, Martin J.; Jordan, Michael I. 1 2008 Convergence guarantees for a class of non-convex and non-smooth optimization problems. Zbl 1446.90130Khamaru, Koulik; Wainwright, Martin J. 1 2019 Instance-dependent \(\ell_\infty\)-bounds for policy evaluation in tabular reinforcement learning. Zbl 1473.62082Pananjady, Ashwin; Wainwright, Martin J. 1 2021 Analysis of absorbing sets and fully absorbing sets of array-based LDPC codes. Zbl 1366.94661Dolecek, Lara; Zhang, Zhengya; Anantharam, Venkat; Wainwright, Martin J.; Nikolić, Borivoje 1 2010 Approximation properties of certain operator-induced norms on Hilbert spaces. Zbl 1262.41015Amini, Arash A.; Wainwright, Martin J. 1 2012 High-order Langevin diffusion yields an accelerated MCMC algorithm. Zbl 07370559Mou, Wenlong; Ma, Yi-An; Wainwright, Martin J.; Bartlett, Peter L.; Jordan, Michael I. 3 2021 A permutation-based model for crowd labeling: optimal estimation and robustness. Zbl 1475.62170Shah, Nihar B.; Balakrishnan, Sivaraman; Wainwright, Martin J. 2 2021 Instance-dependent \(\ell_\infty\)-bounds for policy evaluation in tabular reinforcement learning. Zbl 1473.62082Pananjady, Ashwin; Wainwright, Martin J. 1 2021 Optimal rates and trade-offs in multiple testing. Zbl 1439.62175Rabinovich, Maxim; Ramdas, Aaditya; Jordan, Michael I.; Wainwright, Martin J. 6 2020 Fast mixing of Metropolized Hamiltonian Monte Carlo: benefits of multi-step gradients. Zbl 07255123Chen, Yuansi; Dwivedi, Raaz; Wainwright, Martin J.; Yu, Bin 6 2020 Worst-case versus average-case design for estimation from partial pairwise comparisons. Zbl 1452.62561Pananjady, Ashwin; Mao, Cheng; Muthukumar, Vidya; Wainwright, Martin J.; Courtade, Thomas A. 5 2020 Derivative-free methods for policy optimization: guarantees for linear quadratic systems. Zbl 07255052Malik, Dhruv; Pananjady, Ashwin; Bhatia, Kush; Khamaru, Koulik; Bartlett, Peter L.; Wainwright, Martin J. 4 2020 Singularity, misspecification and the convergence rate of EM. Zbl 1462.62382Dwivedi, Raaz; Ho, Nhat; Khamaru, Koulik; Wainwright, Martin J.; Jordan, Michael I.; Yu, Bin 3 2020 Towards optimal estimation of bivariate isotonic matrices with unknown permutations. Zbl 07315907Mao, Cheng; Pananjady, Ashwin; Wainwright, Martin J. 2 2020 High-dimensional statistics. A non-asymptotic viewpoint. Zbl 1457.62011Wainwright, Martin J. 70 2019 Log-concave sampling: Metropolis-Hastings algorithms are fast. Zbl 1440.62039Dwivedi, Raaz; Chen, Yuansi; Wainwright, Martin J.; Yu, Bin 16 2019 Handbook of graphical models. Zbl 1410.62001 9 2019 A unified treatment of multiple testing with prior knowledge using the p-filter. Zbl 1433.62204Ramdas, Aaditya K.; Barber, Rina F.; Wainwright, Martin J.; Jordan, Michael I. 4 2019 Active ranking from pairwise comparisons and when parametric assumptions do not help. Zbl 1435.62293Heckel, Reinhard; Shah, Nihar B.; Ramchandran, Kannan; Wainwright, Martin J. 4 2019 The geometry of hypothesis testing over convex cones: generalized likelihood ratio tests and minimax radii. Zbl 1415.62006Wei, Yuting; Wainwright, Martin J.; Guntuboyina, Adityanand 3 2019 Feeling the bern: adaptive estimators for Bernoulli probabilities of pairwise comparisons. Zbl 1432.62234Shah, Nihar B.; Balakrishnan, Sivaraman; Wainwright, Martin J. 3 2019 Early stopping for kernel boosting algorithms: a general analysis with localized complexities. Zbl 1432.62115Wei, Yuting; Yang, Fanny; Wainwright, Martin J. 2 2019 Low permutation-rank matrices: structural properties and noisy completion. Zbl 1434.68451Shah, Nihar B.; Balakrishnan, Sivaraman; Wainwright, Martin J. 2 2019 A sequential algorithm for false discovery rate control on directed acyclic graphs. Zbl 07051941Ramdas, Aaditya; Chen, Jianbo; Wainwright, Martin J.; Jordan, Michael I. 1 2019 Convergence guarantees for a class of non-convex and non-smooth optimization problems. Zbl 1446.90130Khamaru, Koulik; Wainwright, Martin J. 1 2019 Minimax optimal procedures for locally private estimation. Zbl 1398.62021Duchi, John C.; Jordan, Michael I.; Wainwright, Martin J. 16 2018 Simple, robust and optimal ranking from pairwise comparisons. Zbl 1473.62078Shah, Nihar B.; Wainwright, Martin J. 9 2018 Linear regression with shuffled data: statistical and computational limits of permutation recovery. Zbl 1395.62204Pananjady, Ashwin; Wainwright, Martin J.; Courtade, Thomas A. 7 2018 On kernel methods for covariates that are rankings. Zbl 1409.62090Mania, Horia; Ramdas, Aaditya; Wainwright, Martin J.; Jordan, Michael I.; Recht, Benjamin 3 2018 Fast MCMC sampling algorithms on polytopes. Zbl 1469.60240Chen, Yuansi; Dwivedi, Raaz; Wainwright, Martin J.; Yu, Bin 2 2018 Statistical guarantees for the EM algorithm: from population to sample-based analysis. Zbl 1367.62052Balakrishnan, Sivaraman; Wainwright, Martin J.; Yu, Bin 37 2017 Stochastically transitive models for pairwise comparisons: statistical and computational issues. Zbl 1364.94253Shah, Nihar B.; Balakrishnan, Sivaraman; Guntuboyina, Adityanand; Wainwright, Martin J. 25 2017 Newton sketch: a near linear-time optimization algorithm with linear-quadratic convergence. Zbl 1456.90125Pilanci, Mert; Wainwright, Martin J. 23 2017 Support recovery without incoherence: a case for nonconvex regularization. Zbl 1385.62008Loh, Po-Ling; Wainwright, Martin J. 22 2017 Randomized sketches for kernels: fast and optimal nonparametric regression. Zbl 1371.62039Yang, Yun; Pilanci, Mert; Wainwright, Martin J. 16 2017 On concentration for (regularized) empirical risk minimization. Zbl 1380.62085Van de Geer, Sara; Wainwright, Martin J. 8 2017 Optimal prediction for sparse linear models? Lower bounds for coordinate-separable M-estimators. Zbl 1362.62053Zhang, Yuchen; Wainwright, Martin J.; Jordan, Michael I. 4 2017 On the computational complexity of high-dimensional Bayesian variable selection. Zbl 1359.62088Yang, Yun; Wainwright, Martin J.; Jordan, Michael I. 26 2016 Iterative Hessian sketch: fast and accurate solution approximation for constrained least-squares. Zbl 1360.62400Pilanci, Mert; Wainwright, Martin J. 21 2016 A practical scheme and fast algorithm to tune the Lasso with optimality guarantees. Zbl 1404.68096Chichignoud, Michael; Lederer, Johannes; Wainwright, Martin J. 10 2016 Estimation from pairwise comparisons: sharp minimax bounds with topology dependence. Zbl 1360.62409Shah, Nihar B.; Balakrishnan, Sivaraman; Bradley, Joseph; Parekh, Abhay; Ramchandran, Kannan; Wainwright, Martin J. 9 2016 Statistical learning with sparsity. The Lasso and generalizations. Zbl 1319.68003Hastie, Trevor; Tibshirani, Robert; Wainwright, Martin 202 2015 Regularized \(M\)-estimators with nonconvexity: statistical and algorithmic theory for local optima. Zbl 1360.62276Loh, Po-Ling; Wainwright, Martin J. 67 2015 Divide and conquer kernel ridge regression: a distributed algorithm with minimax optimal rates. Zbl 1351.62142Zhang, Yuchen; Duchi, John; Wainwright, Martin 59 2015 Randomized sketches of convex programs with sharp guarantees. Zbl 1359.90097Pilanci, Mert; Wainwright, Martin J. 25 2015 Optimal rates for zero-order convex optimization: the power of two function evaluations. Zbl 1359.90155Duchi, John C.; Jordan, Michael I.; Wainwright, Martin J.; Wibisono, Andre 23 2015 Sparse learning via Boolean relaxations. Zbl 1328.90106Pilanci, Mert; Wainwright, Martin J.; El Ghaoui, Laurent 19 2015 The geometry of kernelized spectral clustering. Zbl 1312.62082Schiebinger, Geoffrey; Wainwright, Martin J.; Yu, Bin 10 2015 Graphical models and message-passing algorithms: some introductory lectures. Zbl 1338.62017Wainwright, Martin J. 1 2015 Early stopping and non-parametric regression: an optimal data-dependent stopping rule. Zbl 1318.62136Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 19 2014 Privacy aware learning. Zbl 1321.68400Duchi, John C.; Jordan, Michael I.; Wainwright, Martin J. 6 2014 Constrained forms of statistical minimax: computation, communication, and privacy. Zbl 1377.62036Wainwright, Martin J. 2 2014 Communication-efficient algorithms for statistical optimization. Zbl 1318.62016Zhang, Yuchen; Duchi, John C.; Wainwright, Martin J. 31 2013 Structure estimation for discrete graphical models: generalized covariance matrices and their inverses. Zbl 1288.62081Loh, Po-Ling; Wainwright, Martin J. 18 2013 Belief propagation for continuous state spaces: stochastic message-passing with quantitative guarantees. Zbl 1318.62223Noorshams, Nima; Wainwright, Martin J. 1 2013 A unified framework for high-dimensional analysis of \(M\)-estimators with decomposable regularizers. Zbl 1331.62350Negahban, Sahand N.; Ravikumar, Pradeep; Wainwright, Martin J.; Yu, Bin 174 2012 Dual averaging for distributed optimization: convergence analysis and network scaling. Zbl 1369.90156Duchi, John C.; Agarwal, Alekh; Wainwright, Martin J. 105 2012 Restricted strong convexity and weighted matrix completion: optimal bounds with noise. Zbl 1436.62204Negahban, Sahand; Wainwright, Martin J. 68 2012 High-dimensional regression with noisy and missing data: provable guarantees with nonconvexity. Zbl 1257.62063Loh, Po-Ling; Wainwright, Martin J. 57 2012 Minimax-optimal rates for sparse additive models over kernel classes via convex programming. Zbl 1283.62071Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 45 2012 Noisy matrix decomposition via convex relaxation: optimal rates in high dimensions. Zbl 1274.62219Agarwal, Alekh; Negahban, Sahand; Wainwright, Martin J. 43 2012 Fast global convergence of gradient methods for high-dimensional statistical recovery. Zbl 1373.62244Agarwal, Alekh; Negahban, Sahand; Wainwright, Martin J. 39 2012 Information-theoretic lower bounds on the oracle complexity of stochastic convex optimization. Zbl 1365.94132Agarwal, Alekh; Bartlett, Peter L.; Ravikumar, Pradeep; Wainwright, Martin J. 38 2012 Randomized smoothing for stochastic optimization. Zbl 1267.65063Duchi, John C.; Bartlett, Peter L.; Wainwright, Martin J. 17 2012 Information-theoretic limits of selecting binary graphical models in high dimensions. Zbl 1365.62212Santhanam, Narayana P.; Wainwright, Martin J. 16 2012 Sampled forms of functional PCA in reproducing kernel Hilbert spaces. Zbl 1373.62289Amini, Arash A.; Wainwright, Martin J. 6 2012 Approximation properties of certain operator-induced norms on Hilbert spaces. Zbl 1262.41015Amini, Arash A.; Wainwright, Martin J. 1 2012 High-dimensional covariance estimation by minimizing \(\ell _{1}\)-penalized log-determinant divergence. Zbl 1274.62190Ravikumar, Pradeep; Wainwright, Martin J.; Raskutti, Garvesh; Yu, Bin 154 2011 Minimax rates of estimation for high-dimensional linear regression over \(\ell_q\)-balls. Zbl 1365.62276Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 103 2011 Estimation of (near) low-rank matrices with noise and high-dimensional scaling. Zbl 1216.62090Negahban, Sahand; Wainwright, Martin J. 87 2011 Support union recovery in high-dimensional multivariate regression. Zbl 1373.62372Obozinski, Guillaume; Wainwright, Martin J.; Jordan, Michael I. 62 2011 Network-based consensus averaging with general noisy channels. Zbl 1392.94861Rajagopal, Ram; Wainwright, Martin J. 10 2011 Simultaneous support recovery in high dimensions: benefits and perils of block \(\ell_1/\ell_\infty\)-regularization. Zbl 1365.62274Negahban, Sahand N.; Wainwright, Martin J. 9 2011 High-dimensional Ising model selection using \(\ell _{1}\)-regularized logistic regression. Zbl 1189.62115Ravikumar, Pradeep; Wainwright, Martin J.; Lafferty, John D. 110 2010 Restricted eigenvalue properties for correlated Gaussian designs. Zbl 1242.62071Raskutti, Garvesh; Wainwright, Martin J.; Yu, Bin 66 2010 Estimating divergence functionals and the likelihood ratio by convex risk minimization. Zbl 1366.62071Nguyen, XuanLong; Wainwright, Martin J.; Jordan, Michael I. 31 2010 Network coding for distributed storage systems. Zbl 1410.68117Dimakis, Alexandros G.; Godfrey, P. Brighten; Wu, Yunnan; Wainwright, Martin J.; Ramchandran, Kannan 18 2010 Information-theoretic limits on sparse signal recovery: dense versus sparse measurement matrices. Zbl 1366.94130Wang, Wei; Wainwright, Martin J.; Ramchandran, Kannan 13 2010 Message-passing for graph-structured linear programs: proximal methods and rounding schemes. Zbl 1242.90167Ravikumar, Pradeep; Agarwal, Alekh; Wainwright, Martin J. 7 2010 High-dimensional variable selection with sparse random projections: measurement sparsity and statistical efficiency. Zbl 1242.62070Omidiran, Dapo; Wainwright, Martin J. 2 2010 Lossy source compression using low-density generator matrix codes: analysis and algorithms. Zbl 1366.94332Wainwright, Martin J.; Maneva, Elitza; Martinian, Emin 2 2010 Analysis of absorbing sets and fully absorbing sets of array-based LDPC codes. Zbl 1366.94661Dolecek, Lara; Zhang, Zhengya; Anantharam, Venkat; Wainwright, Martin J.; Nikolić, Borivoje 1 2010 Sharp thresholds for high-dimensional and noisy sparsity recovery using \(\ell_1\)-constrained quadratic programming (Lasso). Zbl 1367.62220Wainwright, Martin J. 202 2009 Information-theoretic limits on sparsity recovery in the high-dimensional and noisy setting. Zbl 1367.94106Wainwright, Martin J. 44 2009 High-dimensional analysis of semidefinite relaxations for sparse principal components. Zbl 1173.62049Amini, Arash A.; Wainwright, Martin J. 41 2009 On surrogate loss functions and \(f\)-divergences. Zbl 1162.62060Nguyen, Xuanlong; Wainwright, Martin J.; Jordan, Michael I. 12 2009 Graphical models, exponential families, and variational inference. Zbl 1193.62107Wainwright, Martin J.; Jordan, Michael I. 262 2008 Geographic gossip: efficient averaging for sensor networks. Zbl 1390.94150Dimakis, Alexandros D. G.; Sarwate, Anand D.; Wainwright, Martin J. 7 2008 Convergence analysis of reweighted sum-product algorithms. Zbl 1390.94384Roosta, Tanya G.; Wainwright, Martin J.; Sastry, Shankar S. 3 2008 On optimal quantization rules for some problems in sequential decentralized detection. Zbl 1328.94025Nguyen, Xuanlong; Wainwright, Martin J.; Jordan, Michael I. 1 2008 A new look at survey propagation and its generalizations. Zbl 1312.68175Maneva, Elitza N.; Mossel, Elchanan; Wainwright, Martin J. 15 2007 Log-determinant relaxation for approximate inference in discrete Markov random fields. Zbl 1374.94616Wainwright, M. J.; Jordan, M. I. 12 2006 Estimating the “wrong” graphical model: benefits in the computation-limited setting. Zbl 1222.62114Wainwright, Martin J. 6 2006 Data association based on optimization in graphical models with application to sensor networks. Zbl 1138.62367Chen, Lei; Wainwright, Martin J.; Çetin, Müjdat; Willsky, Alan S. 4 2006 MAP estimation via agreement on trees: message-passing and linear programming. Zbl 1318.94025Wainwright, Martin J.; Jaakkola, Tommi; Willsky, Alan S. 37 2005 A new class of upper bounds on the log partition function. Zbl 1310.94028Wainwright, Martin J.; Jaakkola, Tommi; Willsky, Alan S. 19 2005 Using linear programming to decode binary linear codes. Zbl 1234.94086Feldman, Jon; Wainwright, Martin J.; Karger, David R. 15 2005 Nonparametric decentralized detection using kernel methods. Zbl 1370.94337Nguyen, XuanLong; Wainwright, Martin J.; Jordan, Michael I. 4 2005 A new look at survey propagation and its generalizations. Zbl 1297.68094Maneva, Elitza; Mossel, Elchanan; Wainwright, Martin J. 1 2005 Embedded trees: estimation of Gaussian processes on graphs with cycles. Zbl 1370.94248Sudderth, Erik B.; Wainwright, Martin J.; Willsky, Alan S. 4 2004 Image denoising using scale mixtures of Gaussians in the wavelet domain. Zbl 1279.94028Portilla, Javier; Strela, Vasily; Wainwright, Martin J.; Simoncelli, Eero P. 103 2003 Tree-based reparameterization framework for analysis of sum-product and related algorithms. Zbl 1063.68079Wainwright, Martin J.; Jaakkola, Tommi S.; Willsky, Alan S. 17 2003 Random cascades on wavelet trees and their use in analyzing and modeling natural images. Zbl 0983.68228Wainwright, Martin J.; Simoncelli, Eero P.; Willsky, Alan S. 11 2001 all cited Publications top 5 cited Publications all top 5 Cited by 3,914 Authors 38 Wainwright, Martin J. 26 Fan, Jianqing 22 Liu, Han 21 Jordan, Michael Irwin 20 Van de Geer, Sara Anna 19 Cai, Tony Tony 19 Sugiyama, Masashi 18 Bühlmann, Peter 15 Lian, Heng 15 Suzuki, Taiji 15 Zhou, Harrison H. 14 Huang, Jian 13 Tsybakov, Alexandre B. 12 Bertsimas, Dimitris John 12 Pan, Shaohua 11 Klopp, Olga 11 Verzelen, Nicolas 10 Bi, Shujun 10 Gao, Chao 10 Gasnikov, Alexander V. 10 Kanamori, Takafumi 10 Schnörr, Christoph 10 Wand, Matthew P. 10 Zhou, Dingxuan 9 Bach, Francis R. 9 Fadili, Jalal M. 9 Kolar, Mladen 9 Li, Jueyou 9 Ren, Zhao 9 Rigollet, Philippe 9 Zhang, Tong 8 Bradic, Jelena 8 Chandrasekaran, Venkat 8 Duchi, John C. 8 Kong, Lingchen 8 Peyré, Gabriel 8 Taylor, Jonathan E. 8 Wu, Zhiyou 8 Xing, Eric P. 8 Yang, Yuehan 8 Yuan, Ming 8 Zou, Hui 7 Bartlett, Peter L. 7 Carrizosa, Emilio 7 Chen, Yuxin 7 Cheng, Guang 7 Chertkov, Michael 7 Dalalyan, Arnak S. 7 Foygel Barber, Rina 7 Han, Fang 7 Jiao, Yuling 7 Katsoulakis, Markos A. 7 Lee, Kyoungjae 7 Lv, Shaogao 7 Mazumder, Rahul 7 Meinshausen, Nicolai 7 Michailidis, George C. 7 Ramdas, Aaditya K. 7 Raskutti, Garvesh 7 Rinaldo, Alessandro 7 Slawski, Martin 7 Tran Dinh Quoc 7 Wasserman, Larry Alan 7 Willsky, Alan Steven 7 Xue, Lingzhou 7 Yu, Bin 7 Yuan, Deming 7 Zhang, Cun-Hui 7 Zhu, Ji 6 Amini, Arash Ali 6 Bellec, Pierre C. 6 Blei, David M. 6 Bunea, Florentina 6 Candès, Emmanuel J. 6 Dunson, David Brian 6 Gaynanova, Irina 6 He, Xin 6 Lederer, Johannes 6 Lei, Yunwen 6 Levina, Elizaveta 6 Li, Runze 6 Liao, Yuan 6 Lu, Xiliang 6 Nedić, Angelia 6 Negahban, Sahand N. 6 Pauphilet, Jean 6 Samworth, Richard J. 6 Schweinberger, Michael 6 Sen, Bodhisattva 6 She, Yiyuan 6 Shojaie, Ali 6 Sun, Qiang 6 Wang, Junhui 6 Wang, Weichen 6 Zhang, Hai 6 Zhou, Wen-Xin 5 Avron, Haim 5 Cao, Xuan 5 Chi, Yuejie 5 Dossal, Charles ...and 3,814 more Authors all top 5 Cited in 291 Serials 209 The Annals of Statistics 157 Electronic Journal of Statistics 120 Journal of Machine Learning Research (JMLR) 61 Journal of Multivariate Analysis 58 Computational Statistics and Data Analysis 49 Journal of the American Statistical Association 46 Bernoulli 44 SIAM Journal on Optimization 43 Mathematical Programming. 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Series A 6 Operations Research Letters 6 Journal of Scientific Computing 6 The Annals of Applied Probability 6 Statistical Papers 6 The Journal of Artificial Intelligence Research (JAIR) 6 Journal of the Royal Statistical Society. Series B. Statistical Methodology 6 Analysis and Applications (Singapore) 6 Statistical Methods and Applications 6 Optimization Letters 5 Computer Methods in Applied Mechanics and Engineering 5 Mathematics of Operations Research 5 Optimization 5 Constructive Approximation 5 Proceedings of the National Academy of Sciences of the United States of America 5 Annales de l’Institut Henri Poincaré. Probabilités et Statistiques 5 Advances in Data Analysis and Classification. ADAC 5 Science China. Mathematics 5 Mathematical Statistics and Learning 4 Discrete Applied Mathematics 4 Scandinavian Journal of Statistics 4 Biometrics 4 Journal of Approximation Theory 4 Theoretical Computer Science 4 Automation and Remote Control 4 Communications in Statistics. 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Series B ...and 191 more Serials all top 5 Cited in 50 Fields 1,360 Statistics (62-XX) 508 Computer science (68-XX) 401 Operations research, mathematical programming (90-XX) 257 Numerical analysis (65-XX) 200 Information and communication theory, circuits (94-XX) 198 Probability theory and stochastic processes (60-XX) 109 Combinatorics (05-XX) 98 Systems theory; control (93-XX) 63 Biology and other natural sciences (92-XX) 59 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 53 Statistical mechanics, structure of matter (82-XX) 50 Linear and multilinear algebra; matrix theory (15-XX) 50 Calculus of variations and optimal control; optimization (49-XX) 31 Functional analysis (46-XX) 20 Harmonic analysis on Euclidean spaces (42-XX) 14 Approximations and expansions (41-XX) 13 Partial differential equations (35-XX) 13 Operator theory (47-XX) 12 Convex and discrete geometry (52-XX) 10 General and overarching topics; collections (00-XX) 8 Geophysics (86-XX) 7 Ordinary differential equations (34-XX) 7 Dynamical systems and ergodic theory (37-XX) 7 Quantum theory (81-XX) 5 Fluid mechanics (76-XX) 4 Differential geometry (53-XX) 4 Global analysis, analysis on manifolds (58-XX) 4 Mechanics of deformable solids (74-XX) 4 Optics, electromagnetic theory (78-XX) 3 Algebraic geometry (14-XX) 3 Geometry (51-XX) 3 Astronomy and astrophysics (85-XX) 2 Number theory (11-XX) 2 Commutative algebra (13-XX) 2 Measure and integration (28-XX) 2 Difference and functional equations (39-XX) 2 Integral transforms, operational calculus (44-XX) 1 History and biography (01-XX) 1 Mathematical logic and foundations (03-XX) 1 Group theory and generalizations (20-XX) 1 Topological groups, Lie groups (22-XX) 1 Real functions (26-XX) 1 Functions of a complex variable (30-XX) 1 Potential theory (31-XX) 1 Special functions (33-XX) 1 Abstract harmonic analysis (43-XX) 1 Integral equations (45-XX) 1 General topology (54-XX) 1 Mechanics of particles and systems (70-XX) 1 Classical thermodynamics, heat transfer (80-XX) Citations by Year