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Multi-label dimensionality reduction /

Ji, Shuiwang, (1977-)

Multi-label dimensionality reduction /

Record Type:	Language materials, printed : Monograph/item
Title/Author:	Multi-label dimensionality reduction /Liang Sun, Shuiwang Ji, and Jieping Ye.
Author:	Sun, Liang,
other author:	Ji, Shuiwang,
Published:	Boca Raton :CRC Press,c2014.
Description:	xii, 194 p. :ill. ;24 cm.
Subject:	Algorithms.
Online resource:	http://www.loc.gov/catdir/enhancements/fy1502/2012276295-b.html
ISBN:	1439806152

Multi-label dimensionality reduction /
Sun, Liang,1981-

Multi-label dimensionality reduction /Liang Sun, Shuiwang Ji, and Jieping Ye. - Boca Raton :CRC Press,c2014. - xii, 194 p. :ill. ;24 cm. - Chapman & Hall/CRC machine learning & pattern recognition series. - Chapman & Hall/CRC machine learning & pattern recognition series..

Includes bibliographical references (p. 167-189) and index.

1. Introduction -- 2. Partial least squares -- 3. Canonical correlation analysis -- 4. Hypergraph spectral learning -- 5. A scalable two-stage approach for dimensionality reduction -- 6. A shared-subspace learning framework -- 7. Joint dimensionality reduction and classification -- 8. Nonlinear dimensionality reduction: algorithms and applications -- Appendix proofs.

ISBN: 1439806152

LCCN: 2012276295Subjects--Topical Terms:

184661
Algorithms.

LC Class. No.: TA347.D5 / S76 2014

Dewey Class. No.: 006.3/1

Multi-label dimensionality reduction /
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010 $a 2012276295
020 $a 1439806152
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100 1 $a Sun, Liang, $d 1981- $3 736454
245 1 0 $a Multi-label dimensionality reduction / $c Liang Sun, Shuiwang Ji, and Jieping Ye.
260 $a Boca Raton : $b CRC Press, $c c2014.
300 $a xii, 194 p. : $b ill. ; $c 24 cm.
490 1 $a Chapman & Hall/CRC machine learning & pattern recognition series
504 $a Includes bibliographical references (p. 167-189) and index.
505 0 $a 1. Introduction -- 2. Partial least squares -- 3. Canonical correlation analysis -- 4. Hypergraph spectral learning -- 5. A scalable two-stage approach for dimensionality reduction -- 6. A shared-subspace learning framework -- 7. Joint dimensionality reduction and classification -- 8. Nonlinear dimensionality reduction: algorithms and applications -- Appendix proofs.
650 0 $a Algorithms. $3 184661
650 0 $a Canonical correlation (Statistics) $3 210935
650 0 $a Data mining. $3 184440
650 0 $a Dimension reduction (Statistics) $3 592293
650 0 $a Least squares. $3 183754
650 0 $a Machine learning. $3 188639
650 0 $a Optical pattern recognition. $3 188326
700 1 $a Ji, Shuiwang, $d 1977- $e author. $3 736455
700 1 $a Ye, Jieping, $e author. $3 736456
830 0 $a Chapman & Hall/CRC machine learning & pattern recognition series. $3 380884
856 4 2 $3 Contributor biographical information $u http://www.loc.gov/catdir/enhancements/fy1502/2012276295-b.html