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Statistical Learning with Sparsity: The Lasso and Generalizations by Robert Tibshirani, Martin Wainwright, Trevor Hastie (Hardcover, 2015)

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In addition, the book examines matrix decomposition, sparse multivariate analysis, graphical models, and compressed sensing. --Zentralblatt MATH1319 "The book includes all the major branches of statistical learning.