Publications
Papers
Books
M. J. Wainwright (2019). High-dimensional statistics: A
non-asymptotic viewpoint. Cambridge University Press.
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.