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Advances in modern blind signal separation algorithms (Record no. 561739)

000 -LEADER
fixed length control field 06124nam a2200529 i 4500
001 - CONTROL NUMBER
control field 6812518
003 - CONTROL NUMBER IDENTIFIER
control field IEEE
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20200413152857.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS
fixed length control field m eo d
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr cn |||m|||a
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 100306s2010 caua foab 000 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781608451074 (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Canceled/invalid ISBN 9781608451067 (pbk.)
024 7# - OTHER STANDARD IDENTIFIER
Standard number or code 10.2200/S00258ED1V01Y201003ASE006
Source of number or code doi
035 ## - SYSTEM CONTROL NUMBER
System control number (CaBNVSL)gtp00538724
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)587603812
040 ## - CATALOGING SOURCE
Original cataloging agency CaBNVSL
Transcribing agency CaBNVSL
Modifying agency CaBNVSL
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number TK5102.9
Item number .K652 2010
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 621.3822
Edition number 22
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Kokkinakis, Kostas.
245 10 - TITLE STATEMENT
Title Advances in modern blind signal separation algorithms
Medium [electronic resource] :
Remainder of title theory and applications /
Statement of responsibility, etc. Kostas Kokkinakis and Philipos C. Loizou.
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Place of publication, distribution, etc. San Rafael, Calif. (1537 Fourth Street, San Rafael, CA 94901 USA) :
Name of publisher, distributor, etc. Morgan & Claypool Publishers,
Date of publication, distribution, etc. c2010.
300 ## - PHYSICAL DESCRIPTION
Extent 1 electronic text (viii, 88 p. : ill.) :
Other physical details digital file.
490 1# - SERIES STATEMENT
Series statement Synthesis lectures on algorithms and software in engineering,
International Standard Serial Number 1938-1735 ;
Volume/sequential designation # 6
538 ## - SYSTEM DETAILS NOTE
System details note Mode of access: World Wide Web.
538 ## - SYSTEM DETAILS NOTE
System details note System requirements: Adobe Acrobat reader.
500 ## - GENERAL NOTE
General note Part of: Synthesis digital library of engineering and computer science.
500 ## - GENERAL NOTE
General note Series from website.
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographical references (p. 75-86).
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note 1. Fundamentals of blind signal separation -- Introduction -- Applications -- Instantaneous mixing model -- Assumptions -- Independent & principal component analysis -- Illustration of PCA and ICA -- Acoustics -- Convolutive mixing model -- Summary --
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note 2. Modern blind signal separation algorithms -- Introduction -- Information-theoretic criteria -- Kullback-Leibler divergence -- Entropy maximization -- Adaptive algorithms for BSS -- Stochastic gradient -- Natural (or relative) gradient -- Parametric source density models for BSS -- Generalized Gaussian density -- Moment matching estimators -- Parametric score functions -- Blind signal separation strategies for convolutive mixtures -- Convolutive BSS based on second-order statistics -- Convolutive BSS based on higher-order statistics -- Scaling and permutation -- Performance measures -- Summary --
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note 3. Application of blind signal processing strategies to noise reduction for the hearing-impaired -- Introduction -- Hearing loss -- Hearing aids -- Cochlear implants -- Speech intelligibility in noise -- Noise reduction strategies for hearing-impaired listeners -- 2M-SESS strategy -- 2M2-BEAM strategy -- 4M-SESS strategy -- Speech intelligibility studies with hearing-impaired listeners -- Subjects -- Procedure -- Stimuli -- Anechoic conditions -- Reverberant conditions -- Results & Discussion -- Anechoic conditions -- Effects of training on speech intelligibility -- Reverberant conditions --
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note 4. Conclusions and future challenges -- Bibliography -- Authors' biographies.
506 1# - RESTRICTIONS ON ACCESS NOTE
Terms governing access Abstract freely available; full-text restricted to subscribers or individual document purchasers.
510 0# - CITATION/REFERENCES NOTE
Name of source Compendex
510 0# - CITATION/REFERENCES NOTE
Name of source INSPEC
510 0# - CITATION/REFERENCES NOTE
Name of source Google scholar
510 0# - CITATION/REFERENCES NOTE
Name of source Google book search
520 3# - SUMMARY, ETC.
Summary, etc. With human-computer interactions and hands-free communications becoming overwhelmingly important in the new millennium, recent research efforts have been increasingly focusing on state-of-the-art multi-microphone signal processing solutions to improve speech intelligibility in adverse environments. One such prominent statistical signal processing technique is blind signal separation (BSS). BSS was first introduced in the early 1990s and quickly emerged as an area of intense research activity showing huge potential in numerous applications. BSS comprises the task of 'blindly' recovering a set of unknown signals, the so-called sources from their observed mixtures, based on very little to almost no prior knowledge about the source characteristics or the mixing structure. The goal of BSS is to process multi-sensory observations of an inaccessible set of signals in a manner that reveals their individual (and original) form, by exploiting the spatial and temporal diversity, readily accessible through a multi-microphone configuration. Proceeding blindly exhibits a number of advantages, since assumptions about the room configuration and the source-to-sensor geometry can be relaxed without affecting overall efficiency. This booklet investigates one of the most commercially attractive applications of BSS, which is the simultaneous recovery of signals inside a reverberant (naturally echoing) environment, using two (or more) microphones. In this paradigm, each microphone captures not only the direct contributions from each source, but also several reflected copies of the original signals at different propagation delays. These recordings are referred to as the convolutive mixtures of the original sources. The goal of this booklet in the lecture series is to provide insight on recent advances in algorithms, which are ideally suited for blind signal separation of convolutive speech mixtures. More importantly, specific emphasis is given in practical applications of the developed BSS algorithms associated with real-life scenarios. The developed algorithms are put in the context of modern DSP devices, such as hearing aids and cochlear implants, where design requirements dictate low power consumption and call for portability and compact size. Along these lines, this booklet focuses on modern BSS algorithms which address (1) the limited amount of processing power and (2) the small number of microphones available to the end-user.
530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE
Additional physical form available note Also available in print.
588 ## - SOURCE OF DESCRIPTION NOTE
Source of description note Title from PDF t.p. (viewed on March 6, 2010).
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Blind source separation
General subdivision Mathematical models.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Loizou, Philipos C.
730 0# - ADDED ENTRY--UNIFORM TITLE
Uniform title Synthesis digital library of engineering and computer science.
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Synthesis lectures on algorithms and software in engineering,
International Standard Serial Number 1938-1735 ;
Volume/sequential designation # 6.
856 42 - ELECTRONIC LOCATION AND ACCESS
Materials specified Abstract with links to resource
Uniform Resource Identifier http://ieeexplore.ieee.org/servlet/opac?bknumber=6812518
Holdings
Withdrawn status Lost status Damaged status Not for loan Permanent Location Current Location Date acquired Barcode Date last seen Price effective from Koha item type
        PK Kelkar Library, IIT Kanpur PK Kelkar Library, IIT Kanpur 2020-04-13 EBKE239 2020-04-13 2020-04-13 E books

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