Statistical Learning with Sparsity
Author | : Trevor Hastie |
Publisher | : CRC Press |
Total Pages | : 354 |
Release | : 2015-05-07 |
ISBN-10 | : 9781498712170 |
ISBN-13 | : 1498712177 |
Rating | : 4/5 (70 Downloads) |
Download or read book Statistical Learning with Sparsity written by Trevor Hastie and published by CRC Press. This book was released on 2015-05-07 with total page 354 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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