Spectral feature selection for data mining /
Zhao, Zheng
Spectral feature selection for data mining / Zheng Alan Zhao, Huan Liu. - 1 online resource (xv, 195 pages) : illustrations (some color). - Chapman & Hall/CRC data mining and knowledge discovery series . - Chapman & Hall/CRC data mining and knowledge discovery series. .
Includes bibliographical references and index.
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.
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 framework for supervised, unsupervised, and semisupervised feature selection. The book explores the latest research achievements, sheds light on new research directions, and stimulates readers to make the next creative breakthroughs. It presents the intrinsic ideas behind spectral feature selection, its th.
9781439862100 1439862109 9781439862094 1439862095
9786613908575 99947708025
390857 MIL 102700 Knowledge Unlatched
GBB7A5012 bnb
018380437 Uk 015879400 Uk
Data mining.
COMPUTERS--Database Management--Data Mining.
Data mining.
Data mining.
Electronic book.
Electronic books.
006.3/12
Spectral feature selection for data mining / Zheng Alan Zhao, Huan Liu. - 1 online resource (xv, 195 pages) : illustrations (some color). - Chapman & Hall/CRC data mining and knowledge discovery series . - Chapman & Hall/CRC data mining and knowledge discovery series. .
Includes bibliographical references and index.
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.
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 framework for supervised, unsupervised, and semisupervised feature selection. The book explores the latest research achievements, sheds light on new research directions, and stimulates readers to make the next creative breakthroughs. It presents the intrinsic ideas behind spectral feature selection, its th.
9781439862100 1439862109 9781439862094 1439862095
9786613908575 99947708025
390857 MIL 102700 Knowledge Unlatched
GBB7A5012 bnb
018380437 Uk 015879400 Uk
Data mining.
COMPUTERS--Database Management--Data Mining.
Data mining.
Data mining.
Electronic book.
Electronic books.
006.3/12