Statistical Learning with Sparsity

The Lasso and Generalizations

By: Trevor Hastie, Robert Tibshirani, Martin Wainwright

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eText | 7 May 2015 | Edition Number 1

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Discover New Methods for Dealing with High-Dimensional DataA sparse statistical model has only a small number of nonzero parameters or weights; therefore, it is much easier to estimate and interpret than a dense model. Statistical Learning with Sparsity: The Lasso and Generalizations presents methods that exploit sparsity to help recover the underl