Martin Wainwright

Affiliations: 
University of California, Berkeley, Berkeley, CA 
Website:
http://www.eecs.berkeley.edu/~wainwrig/
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"Martin Wainwright"
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SNBCP

Parents

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Tommi S. Jaakkola grad student MIT
Alan S. Willsky grad student MIT
Eero P. Simoncelli grad student 1998-1999 UC Berkeley
 (visiting grad. student)
Michael I. Jordan post-doc UC Berkeley

Children

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Raaz Dwivedi grad student 2015- UC Berkeley
Arash A. Amini grad student 2011 UC Berkeley
Alekh Agarwal grad student 2012 UC Berkeley
Sahand N. Negahban grad student 2012 UC Berkeley
Garvesh Raskutti grad student 2012 UC Berkeley
Nima Noorshams grad student 2013 UC Berkeley
Po-Ling Loh grad student 2014 UC Berkeley
Aaditya Kumar Ramdas post-doc 2015-2018 UC Berkeley (MathTree)
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Publications

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Shah NB, Balakrishnan S, Wainwright MJ. (2016) Feeling the bern: Adaptive estimators for Bernoulli probabilities of pairwise comparisons Ieee International Symposium On Information Theory - Proceedings. 2016: 1153-1157
Pilanci M, Wainwright MJ. (2015) Randomized sketches of convex programs with sharp guarantees Ieee Transactions On Information Theory. 61: 5096-5115
Duchi JC, Jordan MI, Wainwright MJ, et al. (2015) Optimal Rates for Zero-Order Convex Optimization: The Power of Two Function Evaluations Ieee Transactions On Information Theory. 61: 2788-2806
Pilanci M, Wainwright MJ, El Ghaoui L. (2015) Sparse learning via Boolean relaxations Mathematical Programming. 151: 63-87
Wainwright MJ. (2015) Graphical models and message-passing algorithms: Some introductory lectures Lecture Notes in Mathematics. 2141: 51-108
Loh PL, Wainwright MJ. (2015) Regularized M-estimators with nonconvexity: Statistical and algorithmic theory for local optima Journal of Machine Learning Research. 16: 559-616
Wainwright MJ. (2014) Structured regularizers for high-dimensional problems: Statistical and computational issues Annual Review of Statistics and Its Application. 1: 233-253
Duchi JC, Jordan MI, Wainwright MJ. (2014) Privacy aware learning Journal of the Acm. 61
Agarwal A, Negahban SN, Wainwright MJ. (2014) Stochastic optimization and sparse statistical recovery: An optimal algorithm for high dimensions 2014 48th Annual Conference On Information Sciences and Systems, Ciss 2014
Zhang Y, Wainwright MJ, Jordan MI. (2014) Lower bounds on the performance of polynomial-time algorithms for sparse linear regression Journal of Machine Learning Research. 35: 921-948
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