Martin J. Wainwright
Howard Friesen Chaired Professor
Department of Electrical Engineering and Computer Sciences
Department of Statistics
University of California at Berkeley
I am currently on leave at the Massachusetts Institute of Technology.
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M. J. Wainwright (2019) High-dimensional statistics: A non-asymptotic viewpoint. Cambridge University Press.
Link to Cambridge University Press website
Link to Amazon
T. Hastie, R. Tibshirani and M. J. Wainwright (2015).
Statistical Learning with Sparsity: the Lasso and Generalizations.
Chapman and Hall.
M. J. Wainwright and M. I. Jordan (2008).
Graphical models, exponential families, and variational inference.
Foundations and Trends in Machine Learning, Vol. 1, Numbers 1--2, pp. 1--305, December 2008.