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Independent component analysis
Aapo Hyvärinen, Juha Karhunen, Erkki Oja
Publisher: New York ; J. Wiley, c2001.
ISBN: 047140540X   DDC: 519.535   LCC: QA278  

Book Data

Library: University of Arizona
Last Loaded: 07/15/2004
MARC Timestamp: 06/17/2001
Control Number Org.: DLC
Control Number:

MARC Record

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000  02403pam  2200421 a 4504
003  DLC
005  20010617132927.3
008  010412s2001    nyua     b    001 0 eng  
010      $a2001024709
020      $a047140540X (cloth : alk. paper)
040      $aDLC$cDLC$dOrLoB$dOrLoB-B
042      $apcc
049      $aAZUT
050  00  $aQA278$b.H98 2001
100  1   $aHyvarinen, Aapo.
245  10  $aIndependent component analysis /$cAapo
         Hyvèarinen, Juha Karhunen, Erkki Oja.
260      $aNew York ;$aChichester [England] :$bJ.
         Wiley,$cc2001.
300      $axxi, 481 p. :$bill. ;$c25 cm.
490  1   $aAdaptive and learning systems for signal
         processing, communications, and control.
505  0   $a1. Introduction -- 2. Random Vectors and
         Independence -- 3. Gradients and Optimization Methods -- 4.
         Estimation Theory -- 5. Information Theory -- 6. Principal
         Component Analysis and Whitening -- 7. What is Independent
         Component Analysis? -- 8. ICA by Maximization of
         Nongaussianity -- 9. ICA by Maximum Likelihood Estimation --
         10. ICA by Minimization of Mutual Information -- 11. ICA by
         Tensorial Methods -- 12. ICA by Nonlinear Decorrelation and
         Nonlinear PCA -- 13. Practical Considerations -- 14.
         Overview and Comparison of Basic ICA Methods -- 15. Noisy
         ICA -- 16. ICA with Overcomplete Bases -- 17. Nonlinear ICA
         -- 18. Methods using Time Structure -- 19. Convolutive
         Mixtures and Blind Deconvolution -- 20. Other Extensions --
         21. Feature Extraction by ICA -- 22. Brain Imaging
         Applications -- 23. Telecommunications -- 24. Other
         Applications.
500      $a"A Wiley-Interscience publication."
504      $aIncludes bibliographical references (p. 449-475)
         and index.
650   0  $aMultivariate analysis.
650   0  $aPrincipal components analysis.
700  1   $aKarhunen, Juha.
700  1   $aOja, Erkki.
830   0  $aAdaptive and learning systems for signal
         processing, communications, and control.
998      $a.b41638475$bsl$c-
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909  10  $aIndependent component analysis /$cAapo
         Hyvp4sarinen, Juha Karhunen, Erkki Oja
904  10  $aUnited States$bWiley-Interscience$bJohn
         Wiley$c2001
905  00  $aAdaptive & learning systems for signal
         processing, communications, & control
902      $a010616AB0701
980      $a061401$b9637$e7806$f0017451N$g1$h3
981      $aBNA$bMAIN$cSCIEN

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