Cover of Trevor Hastie, Robert Tibshirani, Martin Wainwright: Statistical Learning with Sparsity

Trevor Hastie, Robert Tibshirani, Martin Wainwright Statistical Learning with Sparsity

The Lasso and Generalizations

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CRC Press

2015

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978-1-4987-1217-0

1-4987-1217-7

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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

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