Martin Wainwright
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Research Areas
Artificial Intelligence (AI)Control, Intelligent Systems, and Robotics (CIR)
Information, Data, Network, and Communication Sciences (IDNCS)
Signal Processing (SP)
Theory (THY)
Machine learning
Research Centers
Berkeley Laboratory for Information and System Sciences (BLISS)Simons Institute for the Theory of Computing (SITC)
Berkeley Artificial Intelligence Research Lab (BAIR)
Biography
Martin Wainwright is currently a professor at University of California at Berkeley, with a joint appointment between the Department of Statistics and the Department of Electrical Engineering and Computer Sciences (EECS). He received a Bachelor's degree in Mathematics from University of Waterloo, Canada, and Ph.D. degree in EECS from Massachusetts Institute of Technology (MIT). His research interests include high-dimensional statistics, information theory, statistical machine learning, and optimization theory. He has been awarded an Alfred P. Sloan Foundation Fellowship (2005), Best Paper Awards from the IEEE Signal Processing Society (2008), and IEEE Communications Society (2010); the Joint Paper Prize (2012) from IEEE Information Theory and Communication Societies; a Medallion Lectureship (2013) from the Institute of Mathematical Statistics; a Section Lecturer at the International Congress of Mathematicians (2014); and the COPSS Presidents' Award (2014) from the Joint Statistical Societies.Selected Publications
N. Shah, S. Balakrishnan, and M. Wainwright, "Feeling the bern: Adaptive estimators for Bernoulli probabilities of pairwise comparisons," in IEEE International Symposium on Information Theory (ISIT), 2016, pp. 1153--1157.N. Shah, S. Balakrishnan, and M. Wainwright, "Feeling the Bern: Adaptive Estimators for Bernoulli Probabilities of Pairwise Comparisons," in IEEE International Symposium on Information Theory (ISIT), 2016.
N. Shah, S. Balakrishnan, and M. Wainwright, "A Permutation-based Model for Crowd Labeling: Optimal Estimation and Robustness," UC Berkeley, June 2016.
N. Shah, S. Balakrishnan, A. Guntuboyina, and M. Wainwright, "Stochastically Transitive Models for Pairwise Comparisons: Statistical and Computational Issues," UC Berkeley, 2015.
N. Shah and M. Wainwright, "Simple, Robust and Optimal Ranking from Pairwise Comparisons," UC Berkeley, Dec. 2015.
N. Shah, S. Balakrishnan, B. Joseph, A. Parekh, K. Ramchandran, and M. Wainwright, "Estimation from Pairwise Comparisons: Sharp Minimax Bounds with Topology Dependence," in AISTATS, San Diego, May 2015, 2015.
R. Rajagopal, M. Wainwright, and P. Varaiya, "Universal quantile estimation with feedback in the communication-constrained setting," in Proc. 2006 IEEE International Symposium on Information Theory (ISIT 2006), Piscataway, NJ: IEEE Press, 2006, pp. 836-840.
X. Nguyen, M. Wainwright, and M. Jordan, "Nonparametric decentralized detection using kernel methods," IEEE Transactions on Signal Processing, vol. 53, no. 11, pp. 4053-4066, Nov. 2005.
M. Wainwright, T. S. Jaakkola, and A. S. Willsky, "A new class of upper bounds on the log partition function," IEEE Transactions on Information Theory, vol. 51, no. 7, pp. 2313-2335, July 2005.
J. Feldman, M. Wainwright, and D. R. Karger, "Using linear programming to decode binary linear codes," IEEE Transactions on Information Theory, vol. 51, no. 3, pp. 954-972, March 2005.
M. Wainwright, T. Jaakkola, and A. Willsky, "Tree consistency and bounds on the performance of the max-product algorithm and its generalizations," Statistics and Computing, vol. 14, no. 2, pp. 143-166, April 2004.
J. Portilla, V. Strela, M. Wainwright, and E. P. Simoncelli, "Image denoising using scale mixtures of Gaussians in the wavelet domain," IEEE Transactions on Image Processing, vol. 12, no. 11, pp. 1338-1351, Nov. 2003.
Awards, Memberships and Fellowships
COPSS Presidents' Award, 2014IEEE Communications Society (COMSOC) & Information Theory Society (IT) Joint Paper Award, 2012
Institute of Mathematical Statistics (IMS) Fellow, 2011
Electrical Engineering Award for Outstanding Teaching, 2011
NSF Faculty Early Career Development Award (CAREER), 2006
Okawa Research Grant, 2005
Sloan Research Fellow, 2005