Blind signal processing: theory and practice
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Berlin [u.a.]
Springer
2011
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XIV, 368 S. Ill., graph. Darst. |
| ISBN: | 9783642113468 |
Internformat
MARC
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Datensatz im Suchindex
| _version_ | 1804143325759930368 |
|---|---|
| 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 |
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| 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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| institution | BVB |
| isbn | 9783642113468 |
| language | English |
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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 |
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