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Sparse Modeling: Theory, Algorithms, and Applications

by: ;
ISBN: 9781439828694 | 1439828695
Edition: 1st
Format: Hardcover
Publisher: CRC Press
Pub. Date: 3/15/2015

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Sparse modeling is an important issue in many applications of machine learning and statistics where the main objective is discovering predictive patterns in data to enhance understanding of underlying physical, biological, and other natural processes. This book surveys recent advances in statistics, machine learning, and signal processing related to sparse modeling. It provides a comprehensive introduction to recent developments in sparse modeling research, including the theoretical basis for sparse modeling, algorithmic approaches, and applications to computational biology, medicine, neuroscience, graphical model selection, and compressed sensing.


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