Blind source separation

Blind source separation: theory and applications

by Yu, Xianchuan

Type Book
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Title Statements

  • Full title :Blind source separation : theory and applications / Xianchuan Yu, Dan Hu and Jindong Xu.

Edition Statements

  • Publication Date:2014.

Publication Statements

The Physical Object

  • Description:xix, 366 pages : : illustrations, maps ; : 26 cm

Edition Identifiers

  • ISBN:9781118679845, 1118679849
  • oclc:ocn855858254
  • LC Classification:TK5102.9
  • Dewey Decimal:621.382/2

Table of Contents

PART I. Theory basics of BSS -- Mathematical foundation of blind source separation -- General model and classical algorithm for BSS -- Evaluation criteria for the bss algorithm -- PART II. Independent component analysis -- Independent component analysis -- Fast independent component analysis and its application -- Maximum likelihood independent component analysis and its application -- Overcomplete independent component analysis algorithms and applications -- Kernel independent component analysis -- Non-negative independent component analysis and its application -- Constraint independent component analysis algorithms and applications -- Optimized independent component analysis algorithms and applications -- Supervised learning independent component analysis algorithms and applications -- PART III. Advances and applications of BSS -- Non-negative matrix factorization algorithms and applications -- Sparse component analysis and applications -- Glossary.

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