Chapman and Hall/Crc Monographs on Statistics and Applied Probability Ser.: Statistical Learning with Sparsity : The Lasso and Generalizations by Trevor Hastie, Martin Wainwright and Robert Tibshirani (2015, Hardcover)
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In addition, the book examines matrix decomposition, sparse multivariate analysis, graphical models, and compressed sensing. It concludes with a survey of theoretical results for the lasso.