Methods for Large-scale Convex Optimization Problems with L1 Regularization

Methods for Large-scale Convex Optimization Problems with L1 Regularization
Author :
Publisher :
Total Pages : 238
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ISBN-10 : 0549989706
ISBN-13 : 9780549989707
Rating : 4/5 (707 Downloads)
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Book Synopsis Methods for Large-scale Convex Optimization Problems with L1 Regularization by : Kwangmoo Koh

Download or read book Methods for Large-scale Convex Optimization Problems with L1 Regularization written by Kwangmoo Koh and published by . This book was released on 2008 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: Much of recent research in signal processing, statistics, and many other fields has focused on ℓ1 regularization based methods for feature selection, sparse signal reconstruction. In this thesis we study optimization problems with ℓ1 regularization, and efficient methods to solve them.


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