Holdings: Blind signal processing

Blind signal processing: theory and practice

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Bibliographic Details
Main Author:	Shi, Xizhi (Author)
Format:	Book
Language:	English
Published:	Berlin [u.a.] Springer 2011
Subjects:	Signalquelle Unabhängige Komponentenanalyse Signaltrennung Merkmalsextraktion Frequenzbereich Blinde Identifikation > Informationstheorie
Online Access:	Inhaltsverzeichnis
Physical Description:	XIV, 368 S. Ill., graph. Darst.
ISBN:	9783642113468

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MARC


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Record in the Search Index

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adam_text	IMAGE 1 CONTENTS CHAPTER 1 INTRODUCTION 1 1.1 INTRODUCTION 1 1.2 BLIND SOURCE SEPARATION 1 1.3 INDEPENDENT COMPONENT ANALYSIS (ICA) 9 1.4 THE HISTORICAL DEVELOPMENT AND RESEARCH PROSPECT OF BLIND SIGNAL PROCESSING 11 REFERENCES 20 CHAPTER 2 MATHEMATICAL DESCRIPTION OF BLIND SIGNAL PROCESSING 27 2.1 RANDOM PROCESS AND PROBABILITY DISTRIBUTION 27 2.2 ESTIMATION THEORY 34 2.3 INFORMATION THEORY 40 2.4 HIGHER-ORDER STATISTICS 44 2.5 PREPROCESSING OF SIGNAL 48 2.6 COMPLEX NONLINEAR FUNCTION 53 2.7 EVALUATION INDEX 58 REFERENCES 58 CHAPTER 3 INDEPENDENT COMPONENT ANALYSIS 60 3.1 PROBLEM STATEMENT AND ASSUMPTIONS 60 3.2 CONTRAST FUNCTIONS 62 3.3 INFORMATION MAXIMIZATION METHOD OF ICA 67 3.4 MAXIMUM LIKELIHOOD METHOD AND COMMON LEARNING RULE 70 3.5 FASTICA ALGORITHM 71 3.6 NATURAL GRADIENT METHOD 74 3.7 HIDDEN MARKOV INDEPENDENT COMPONENT ANALYSIS 77 REFERENCES 82 CHAPTER 4 NONLINEAR PCA & FEATURE EXTRACTION 84 4.1 PRINCIPAL COMPONENT ANALYSIS & INFINITESIMAL ANALYSIS 84 BIBLIOGRAFISCHE INFORMATIONEN HTTP://D-NB.INFO/998588997 DIGITALISIERT DURCH IMAGE 2 X BLIND SIGNAL PROCESSING-THEORY AND PRACTICE 4.2 NONLINEAR PCA AND BLIND SOURCE SEPARATION 87 4.3 KERNELPCA * 89 4.4 NEURAL NETWORKS METHOD OF NONLINEAR PCA AND NONLINEAR COMPLEX PCA 91 REFERENCES 95 CHAPTER5 NONLINEARICA 97 5.1 NONLINEAR MODEL AND SOURCE SEPARATION 97 5.2 LEARNING ALGORITHM 99 5.3 EXTENDED GAUSSIANIZATION METHOD OF POST NONLINEAR BLIND SEPARATION 100 5.4 NEURAL NETWORK METHOD FOR NONLINEAR ICA 103 5.5 GENETIC ALGORITHM OF NONLINEAR ICA SOLUTION 105 5.6 APPLICATION EXAMPLES OF NONLINEAR ICA 106 REFERENCES 110 CHAPTER 6 CONVOLUTIVE MIXTURES AND BLIND DECONVOLUTION 113 6.1 DESCRIPTION OF ISSUES 113 6.2 CONVOLUTIVE MIXTURES IN TIME-DOMAIN 114 6.3 CONVOLUTIVE MIXTURES ALGORITHMS IN FREQUENCY-DOMAIN 115 6.4 FREQUENCY-DOMAIN BLIND SEPARATION OF SPEECH CONVOLUTIVE MIXTURES 122 6.5 BUSSGANG METHOD 126 6.6 MULTI-CHANNEL BLIND DECONVOLUTION 128 REFERENCES 130 CHAPTER 7 BLIND PROCESSING ALGORITHM BASED ON PROBABILITY DENSITY ESTIMATION 132 7.1 ADVANCING THE PROBLEM 132 7.2 NONPARAMETRIC ESTIMATION OF PROBABILITY DENSITY FUNCTION 133 7.3 ESTIMATION OF EVALUATION FUNCTION 141 7.4 BLIND SEPARATION ALGORITHM BASED ON PROBABILITY DENSITY ESTIMATION 142 7.5 PROBABILITY DENSITY ESTIMATION OF GAUSSIAN MIXTURES MODEL 150 7.6 BLIND DECONVOLUTION ALGORITHM BASED ON PROBABILITY DENSITY FUNCTION ESTIMATION 155 IMAGE 3 CONTENTS XI 7.7 ON-LINE ALGORITHM OF NONPARAMETRIC DENSITY ESTIMATION 163 REFERENCES 172 CHAPTER 8 JOINT APPROXIMATE DIAGONALIZATION METHOD 175 8.1 INTRODUCTION 175 8.2 JAD ALGORITHM OF FREQUENCY-DOMAIN FEATURE 176 8.3 JAD ALGORITHM OF TIME-FREQUENCY FEATURE 181 8.4 JOINT APPROXIMATE BLOCK DIAGONALIZATION ALGORITHM OF CONVOLUTIVE MIXTURES 184 8.5 JAD METHOD BASED ON CAYLEY TRANSFORMATION 188 8.6 JOINT DIAGONALIZATION AND JOINT NON-DIAGONALIZATION METHOD 190 8.7 NONPARAMETRIC DENSITY ESTIMATING SEPARATING METHOD BASED ON TIME-FREQUENCY ANALYSIS 193 REFERENCES 202 CHAPTER 9 EXTENSION OF BLIND SIGNAL PROCESSING 205 9.1 BLIND SIGNAL EXTRACTION 205 9.2 FROM PROJECTION PURSUIT TECHNOLOGY TO NONPARAMETRIC DENSITY ESTIMATION-BASED ICA 208 9.3 SECOND-ORDER STATISTICS BASED CONVOLUTIVE MIXTURES SEPARATION ALGORITHM 215 9.4 BLIND SEPARATION FOR FEWER SENSORS THAN SOURCES- UNDERDETERMINED MODEL 225 9.5 FASTICA SEPARATION ALGORITHM OF COMPLEX NUMBERS IN CONVOLUTIVE MIXTURES 252 9.6 ON-LINE COMPLEX ICA ALGORITHM BASED ON UNCORRELATED CHARACTERISTICS OF COMPLEX VECTORS 259 9.7 ICA-BASED WIGNER-VILLE DISTRIBUTION 264 9.8 ICA FEATURE EXTRACTION 269 9.9 CONSTRAINED ICA 278 9.10 PARTICLE FILTERING BASED NONLINEAR AND NOISY ICA 282 REFERENCES 290 CHAPTER 10 DATA ANALYSIS AND APPLICATION STUDY 301 10.1 TARGET ENHANCEMENT IN ACTIVE SONAR DETECTION 301 10.2 ECG ARTIFACTS REJECTION IN EEG WITH ICA 312 IMAGE 4 XII BLIND SIGNAL PROCESSING-THEORY AND PRACTICE 10.3 EXPERIMENT ON UNDERDETERMINED BLIND SEPARATION OF A SPEECH SIGNAL 317 10.4 ICA IN HUMAN FACE RECOGNITION 320 10.5 ICA IN DATA COMPRESSION * 324 10.6 INDEPENDENT COMPONENT ANALYSIS FOR FUNCTIONAL MRI DATA ANALYSIS 333 10.7 SPEECH SEPARATION FOR AUTOMATIC SPEECH RECOGNITION SYSTEM 342 10.8 INDEPENDENT COMPONENT ANALYSIS OF MICROARRAY GENE EXPRESSION DATA IN THE STUDY OF ALZHEIMER S DISEASE (AD) 351 REFERENCES 359 INDEX 367
any_adam_object	1
author	Shi, Xizhi
author_GND	(DE-588)1016201540
author_facet	Shi, Xizhi
author_role	aut
author_sort	Shi, Xizhi
author_variant	x s xs
building	Verbundindex
bvnumber	BV036691383
classification_rvk	ZN 6025
ctrlnum	(OCoLC)759537158 (DE-599)BVBBV036691383
dewey-full	621.3822
dewey-hundreds	600 - Technology (Applied sciences)
dewey-ones	621 - Applied physics
dewey-raw	621.3822
dewey-search	621.3822
dewey-sort	3621.3822
dewey-tens	620 - Engineering and allied operations
discipline	Maschinenbau / Maschinenwesen Elektrotechnik / Elektronik / Nachrichtentechnik
format	Book
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indexdate	2024-07-09T22:45:52Z
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physical	XIV, 368 S. Ill., graph. Darst.
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spelling	Shi, Xizhi Verfasser (DE-588)1016201540 aut Blind signal processing theory and practice Xizhi Shi Berlin [u.a.] Springer 2011 XIV, 368 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Signalquelle (DE-588)4181273-6 gnd rswk-swf Unabhängige Komponentenanalyse (DE-588)4812492-8 gnd rswk-swf Signaltrennung (DE-588)4181278-5 gnd rswk-swf Merkmalsextraktion (DE-588)4314440-8 gnd rswk-swf Frequenzbereich (DE-588)4155398-6 gnd rswk-swf Blinde Identifikation Informationstheorie (DE-588)4657534-0 gnd rswk-swf Blinde Identifikation Informationstheorie (DE-588)4657534-0 s Signalquelle (DE-588)4181273-6 s Signaltrennung (DE-588)4181278-5 s Unabhängige Komponentenanalyse (DE-588)4812492-8 s Frequenzbereich (DE-588)4155398-6 s Merkmalsextraktion (DE-588)4314440-8 s DE-604 Erscheint auch als Online-Ausgabe 978-3-642-11347-5 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020610019&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis
spellingShingle	Shi, Xizhi Blind signal processing theory and practice Signalquelle (DE-588)4181273-6 gnd Unabhängige Komponentenanalyse (DE-588)4812492-8 gnd Signaltrennung (DE-588)4181278-5 gnd Merkmalsextraktion (DE-588)4314440-8 gnd Frequenzbereich (DE-588)4155398-6 gnd Blinde Identifikation Informationstheorie (DE-588)4657534-0 gnd
subject_GND	(DE-588)4181273-6 (DE-588)4812492-8 (DE-588)4181278-5 (DE-588)4314440-8 (DE-588)4155398-6 (DE-588)4657534-0
title	Blind signal processing theory and practice
title_auth	Blind signal processing theory and practice
title_exact_search	Blind signal processing theory and practice
title_full	Blind signal processing theory and practice Xizhi Shi
title_fullStr	Blind signal processing theory and practice Xizhi Shi
title_full_unstemmed	Blind signal processing theory and practice Xizhi Shi
title_short	Blind signal processing
title_sort	blind signal processing theory and practice
title_sub	theory and practice
topic	Signalquelle (DE-588)4181273-6 gnd Unabhängige Komponentenanalyse (DE-588)4812492-8 gnd Signaltrennung (DE-588)4181278-5 gnd Merkmalsextraktion (DE-588)4314440-8 gnd Frequenzbereich (DE-588)4155398-6 gnd Blinde Identifikation Informationstheorie (DE-588)4657534-0 gnd
topic_facet	Signalquelle Unabhängige Komponentenanalyse Signaltrennung Merkmalsextraktion Frequenzbereich Blinde Identifikation Informationstheorie
url	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020610019&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv	AT shixizhi blindsignalprocessingtheoryandpractice

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