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Spectral Feature Selection for Data Mining

ISBN: 9781439862094 | 1439862095
Edition: 1st
Format: Hardcover
Publisher: Chapman & Hall
Pub. Date: 12/14/2011

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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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