9781439862094

Spectral Feature Selection for Data Mining

  • ISBN 13:

    9781439862094

  • ISBN 10:

    1439862095

  • Edition: 1st
  • Format: Hardcover
  • Copyright: 12/14/2011
  • Publisher: Chapman & Hall

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

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Summary

Spectral feature selection is a state-of-the-art technique based on spectral graph theory. This book provides a comprehensive introduction to spectra, including its theoretical foundations, connections to existing feature selection and extraction algorithms, and its applications in solving novel real-world problems in feature selection. It covers general feature selection and feature extraction concepts, the most popular existing algorithms, and recent research developments. The text also includes precise definitions, a number of illustrative figures, and plenty of examples, along with slides, source code, and data on a supporting website.

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