9781439828694

Sparse Modeling: Theory, Algorithms, and Applications

by: ;
  • ISBN 13:

    9781439828694

  • ISBN 10:

    1439828695

  • Edition: 1st
  • Format: Hardcover
  • Copyright: 12/01/2014
  • Publisher: CRC Press

Note: Not guaranteed to come with supplemental materials (access cards, study guides, lab manuals, CDs, etc.)

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Summary

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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