Spectral feature selection for data mining / Zheng Alan Zhao, Huan Liu.

Spectral Feature Selection for Data Mining introduces a novel feature selection technique that establishes a general platform for studying existing feature selection algorithms and developing new algorithms for emerging problems in real-world applications. This technique represents a unified framewo...

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Bibliographic Details
Main Authors: Zhao, Zheng (Author), Liu, Huan, 1958- (Author)
Format: Ebook
Language:English
Published: Boca Raton, FL : CRC Press, [2012]
Series:Chapman & Hall/CRC data mining and knowledge discovery series.
Subjects:
Online Access:Access via Directory of Open Access Books
Table of Contents:
  • 1. Data of high dimensionality and challenges
  • 2. Univariate formulations for spectral feature selection
  • 3. Multivariate formulations
  • 4. Connections to existing algorithms
  • 5. Large-scale spectral feature selection
  • 6. Multi-source spectral feature selection.
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