Source & joint source-channel coding schemes based on the information bottleneck framework:
Gespeichert in:
1. Verfasser: | |
---|---|
Format: | Abschlussarbeit Buch |
Sprache: | English |
Veröffentlicht: |
Düren
Shaker Verlag
2022
|
Schriftenreihe: | Dissertationen aus dem Arbeitsbereich Nachrichtentechnik der Universität Bremen
Band 12 |
Schlagworte: | |
Online-Zugang: | Inhaltsverzeichnis |
Beschreibung: | VIII, 186 Seiten Illustrationen, Diagramme 21 cm x 14.8 cm, 291 g |
ISBN: | 9783844087437 3844087435 |
Internformat
MARC
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100 | 1 | |a Hassanpour, Shayan |e Verfasser |4 aut | |
245 | 1 | 0 | |a Source & joint source-channel coding schemes based on the information bottleneck framework |c Shayan Hassanpour |
264 | 1 | |a Düren |b Shaker Verlag |c 2022 | |
300 | |a VIII, 186 Seiten |b Illustrationen, Diagramme |c 21 cm x 14.8 cm, 291 g | ||
336 | |b txt |2 rdacontent | ||
337 | |b n |2 rdamedia | ||
338 | |b nc |2 rdacarrier | ||
490 | 1 | |a Dissertationen aus dem Arbeitsbereich Nachrichtentechnik der Universität Bremen |v Band 12 | |
502 | |b Dissertation |c Universität Bremen |d 2022 | ||
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650 | 0 | 7 | |a Engpassproblem |0 (DE-588)4121196-0 |2 gnd |9 rswk-swf |
650 | 0 | 7 | |a Kanalcodierung |0 (DE-588)4163183-3 |2 gnd |9 rswk-swf |
650 | 0 | 7 | |a Decodierung |0 (DE-588)4148976-7 |2 gnd |9 rswk-swf |
653 | |a Data Compression | ||
653 | |a Information Bottleneck | ||
653 | |a Joint Source-Channel Coding | ||
653 | |a Source Coding | ||
655 | 7 | |0 (DE-588)4113937-9 |a Hochschulschrift |2 gnd-content | |
689 | 0 | 0 | |a Kanalcodierung |0 (DE-588)4163183-3 |D s |
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Datensatz im Suchindex
_version_ | 1821848515432677376 |
---|---|
adam_text |
CONTENTS
PREFACE
III
1
INTRODUCTION
1
1.1
MOTIVATION
.
1
1.2
OBJECTIVE
.
2
1.3
OUTLINE
.
3
1.4
CONTRIBUTIONS
.
4
1.5
NOMENCLATURE
.
7
2
UNITERMINAL
IB-BASED
NOISY
SOURCE
CODING
9
2.1
CHAPTER
OVERVIEW
.
9
2.2
SYSTEM
MODEL
AND
PROBLEM
STATEMENT
.
9
2.3
ALGORITHMIC
APPROACHES
FOR
ARBITRARY
SOURCE
ALPHABET
.
13
2.3.1
ITERATIVE
IB
.
14
2.3.2
AGGLOMERATIVE
IB
.
16
2.3.3
SEQUENTIAL
IB
.
17
2.3.4
DETERMINISTIC
IB
.
18
2.3.5
KL-MEANSIB
.
19
2.3.6
DOUBLE-MAXIMA
IB
.
22
2.3.7
AFFINITY
PROPAGATION
IB
.
24
2.3.8
0-1
INTEGER
PROGRAM
IB
.
29
2.4
ALGORITHMIC
APPROACHES
FOR
BINARY
SOURCE
ALPHABET
.
30
2.4.1
OPTIMAL
SOLUTION
FINDER
.
30
2.4.2
MODIFIED
AGGLOMERATIVE
IB
.
31
2.4.3
MODIFIED
SEQUENTIAL
IB
.
32
2.5
NUMERICAL
INVESTIGATIONS
.
33
2.5.1
ITERATIVE
IB
VS.
SEQUENTIAL
IB
.
34
2.5.2
EVIDENCE
OF
EQUIVALENCE
.
34
2.5.3
PERFORMANCE
OF
AFFINITY
PROPAGATION
IB
.
35
2.5.4
PERFORMANCE
OF
MODIFIED
AGGLOMERATIVE
IB
.
37
VI
TABLE
OF
CONTENTS
2.6
PROOF
OF
EQUIVALENCE
.
39
2.7
CHAPTER
SUMMARY
.
40
3
MULTITERMINAL
IB-BASED
NOISY
SOURCE
CODING
43
3.1
CHAPTER
OVERVIEW
.
43
3.2
SYSTEM
MODEL
AND
PROBLEM
STATEMENT
.
43
3.3
ALGORITHMIC
APPROACHES
.
46
3.3.1
DOUBLE-MAXIMA
MTIB
.
47
3.3.2
PARALLEL
IB
.
49
3.3.3
ALTERNATING
IB
.
59
3.3.4
SUCCESSIVE
IB
.
60
3.4
NUMERICAL
INVESTIGATIONS
.
66
3.4.1
JOINT
VS.
SEPARATE
DESIGN
.
67
3.4.2
SUCCESSIVE
IB
VS.
ALTERNATING
IB
.
68
3.4.3
PARALLEL
VS.
SUCCESSIVE
RETRIEVAL
.
69
3.5
PROOFS
.
71
3.5.1
PROOF
OF
THEOREM
3.1
.
71
3.5.2
PARALLEL
IB
CONVERGENCE
.
73
3.5.3
SUCCESSIVE
IB
CONVERGENCE
.
75
3.6
CHAPTER
SUMMARY
.
77
4
UNITERMINAL
IB-BASED
JOINT
SOURCE-CHANNEL
CODING
79
4.1
CHAPTER
OVERVIEW
.
79
4.2
SYSTEM
MODEL
AND
PROBLEM
STATEMENT
.
79
4.3
ALGORITHMIC
APPROACHES
.
81
4.3.1
FORWARD-AWARE
DOUBLE-MAXIMA
IB
.
82
4.3.2
FORWARD-AWARE
AFFINITY
PROPAGATION
IB
.
83
4.3.3
FORWARD-AWARE
0-1
INTEGER
PROGRAM
IB
.
85
4.3.4
CHANNEL-OPTIMIZED
IMPURITY
IB
.
85
4.3.5
MI-BASED
CHANNEL-OPTIMIZED
(VECTOR)
IB
.
87
4.3.6
FORWARD-AWARE
(VECTOR)
IB
.
88
4.4
NUMERICAL
INVESTIGATIONS
.
93
4.4.1
A
SQUARE
SYMMETRIC
FORWARD
MODEL
.
94
4.4.2
A
NON-SQUARE
FORWARD
MODEL
.
100
4.4.3
A
SQUARE
BSC-BASED
BIT-PIPE
FORWARD
MODEL
.
101
4.4.4
A
MIXED
FORWARD
MODEL
.
107
4.5
PROOFS
.
109
4.5.1
PROOF
OF
EQUIVALENCE
.
110
4.5.2
PROOF
OF
THEOREM
4.1
.
112
4.5.3
PROOF
OF
THEOREM
4.2
.
113
4.6
CHAPTER
SUMMARY
.
113
TABLE
OF
CONTENTS
VII
5
MULTITERMINAL
IB-BASED
JOINT
SOURCE-CHANNEL
CODING
115
5.1
CHAPTER
OVERVIEW
.
115
5.2
SYSTEM
MODEL
AND
PROBLEM
STATEMENT
.
115
5.3
ALGORITHMIC
APPROACHES
.
118
5.3.1
FORWARD-AWARE
DOUBLE-MAXIMA
MTIB
.
118
5.3.2
FORWARD-AWARE
PARALLEL
IB
.
120
5.3.3
FORWARD-AWARE
SUCCESSIVE
IB
.
123
5.4
NUMERICAL
INVESTIGATIONS
.
128
5.4.1
(FORWARD-)
AWARENESS
VS.
UNAWARENESS
.
128
5.4.2
JOINT
VS.
SEPARATE
DESIGN
.
131
5.4.3
PARALLEL
VS.
SUCCESSIVE
RETRIEVAL
.
132
5.5
PROOFS
.
134
5.5.1
PROOF
OF
THEOREM
5.1
.
134
5.5.2
FORWARD-AWARE
PARALLEL
IB
CONVERGENCE
.
136
5.5.3
PROOF
OF
THEOREM
5.2
.
137
5.5.4
FORWARD-AWARE
SUCCESSIVE
IB
CONVERGENCE
.
139
5.6
CHAPTER
SUMMARY
.
141
6
SUMMARY
143
A
INFORMATION
THEORY
BASICS
147
A.1
SHANNON
'
S
ENTROPY
.
147
A.2
CONDITIONAL
ENTROPY
.
147
A.
3
KL
DIVERGENCE
.
148
A.
4
JS
DIVERGENCE
.
149
A.
5
MUTUAL
INFORMATION
.
149
A.
6
CONDITIONAL
MUTUAL
INFORMATION
.
149
A.
7
CHAIN
RULE
FOR
MUTUAL
INFORMATION
.
150
A.
8
DATA
PROCESSING
INEQUALITY
.
150
B
CONSTRAINED
OPTIMIZATION
151
B.1
METHOD
OF
LAGRANGE
MULTIPLIERS
.
151
B.2
FUNCTIONAL
DERIVATIVES
.
153
C
AFFINITY
PROPAGATION
155
C.1
K-MEDOIDS
OBJECTIVE
FUNCTION
EXTENSION
.
155
C.2
EFFICIENT
SEARCH
VIA
BELIEF
PROPAGATION
.
156
D
MULTIVARIATE
IB
159
D.1
MULTIVARIATE
AGGLOMERATIVE
IB
.
159
D.2
MULTIVARIATE
SEQUENTIAL
IB
.
160
VIII
TABLE
OF
CONTENTS
ABBREVIATIONS
161
LIST
OF
SYMBOLS
163
BIBLIOGRAPHY
169
INDEX
181 |
adam_txt |
CONTENTS
PREFACE
III
1
INTRODUCTION
1
1.1
MOTIVATION
.
1
1.2
OBJECTIVE
.
2
1.3
OUTLINE
.
3
1.4
CONTRIBUTIONS
.
4
1.5
NOMENCLATURE
.
7
2
UNITERMINAL
IB-BASED
NOISY
SOURCE
CODING
9
2.1
CHAPTER
OVERVIEW
.
9
2.2
SYSTEM
MODEL
AND
PROBLEM
STATEMENT
.
9
2.3
ALGORITHMIC
APPROACHES
FOR
ARBITRARY
SOURCE
ALPHABET
.
13
2.3.1
ITERATIVE
IB
.
14
2.3.2
AGGLOMERATIVE
IB
.
16
2.3.3
SEQUENTIAL
IB
.
17
2.3.4
DETERMINISTIC
IB
.
18
2.3.5
KL-MEANSIB
.
19
2.3.6
DOUBLE-MAXIMA
IB
.
22
2.3.7
AFFINITY
PROPAGATION
IB
.
24
2.3.8
0-1
INTEGER
PROGRAM
IB
.
29
2.4
ALGORITHMIC
APPROACHES
FOR
BINARY
SOURCE
ALPHABET
.
30
2.4.1
OPTIMAL
SOLUTION
FINDER
.
30
2.4.2
MODIFIED
AGGLOMERATIVE
IB
.
31
2.4.3
MODIFIED
SEQUENTIAL
IB
.
32
2.5
NUMERICAL
INVESTIGATIONS
.
33
2.5.1
ITERATIVE
IB
VS.
SEQUENTIAL
IB
.
34
2.5.2
EVIDENCE
OF
EQUIVALENCE
.
34
2.5.3
PERFORMANCE
OF
AFFINITY
PROPAGATION
IB
.
35
2.5.4
PERFORMANCE
OF
MODIFIED
AGGLOMERATIVE
IB
.
37
VI
TABLE
OF
CONTENTS
2.6
PROOF
OF
EQUIVALENCE
.
39
2.7
CHAPTER
SUMMARY
.
40
3
MULTITERMINAL
IB-BASED
NOISY
SOURCE
CODING
43
3.1
CHAPTER
OVERVIEW
.
43
3.2
SYSTEM
MODEL
AND
PROBLEM
STATEMENT
.
43
3.3
ALGORITHMIC
APPROACHES
.
46
3.3.1
DOUBLE-MAXIMA
MTIB
.
47
3.3.2
PARALLEL
IB
.
49
3.3.3
ALTERNATING
IB
.
59
3.3.4
SUCCESSIVE
IB
.
60
3.4
NUMERICAL
INVESTIGATIONS
.
66
3.4.1
JOINT
VS.
SEPARATE
DESIGN
.
67
3.4.2
SUCCESSIVE
IB
VS.
ALTERNATING
IB
.
68
3.4.3
PARALLEL
VS.
SUCCESSIVE
RETRIEVAL
.
69
3.5
PROOFS
.
71
3.5.1
PROOF
OF
THEOREM
3.1
.
71
3.5.2
PARALLEL
IB
CONVERGENCE
.
73
3.5.3
SUCCESSIVE
IB
CONVERGENCE
.
75
3.6
CHAPTER
SUMMARY
.
77
4
UNITERMINAL
IB-BASED
JOINT
SOURCE-CHANNEL
CODING
79
4.1
CHAPTER
OVERVIEW
.
79
4.2
SYSTEM
MODEL
AND
PROBLEM
STATEMENT
.
79
4.3
ALGORITHMIC
APPROACHES
.
81
4.3.1
FORWARD-AWARE
DOUBLE-MAXIMA
IB
.
82
4.3.2
FORWARD-AWARE
AFFINITY
PROPAGATION
IB
.
83
4.3.3
FORWARD-AWARE
0-1
INTEGER
PROGRAM
IB
.
85
4.3.4
CHANNEL-OPTIMIZED
IMPURITY
IB
.
85
4.3.5
MI-BASED
CHANNEL-OPTIMIZED
(VECTOR)
IB
.
87
4.3.6
FORWARD-AWARE
(VECTOR)
IB
.
88
4.4
NUMERICAL
INVESTIGATIONS
.
93
4.4.1
A
SQUARE
SYMMETRIC
FORWARD
MODEL
.
94
4.4.2
A
NON-SQUARE
FORWARD
MODEL
.
100
4.4.3
A
SQUARE
BSC-BASED
BIT-PIPE
FORWARD
MODEL
.
101
4.4.4
A
MIXED
FORWARD
MODEL
.
107
4.5
PROOFS
.
109
4.5.1
PROOF
OF
EQUIVALENCE
.
110
4.5.2
PROOF
OF
THEOREM
4.1
.
112
4.5.3
PROOF
OF
THEOREM
4.2
.
113
4.6
CHAPTER
SUMMARY
.
113
TABLE
OF
CONTENTS
VII
5
MULTITERMINAL
IB-BASED
JOINT
SOURCE-CHANNEL
CODING
115
5.1
CHAPTER
OVERVIEW
.
115
5.2
SYSTEM
MODEL
AND
PROBLEM
STATEMENT
.
115
5.3
ALGORITHMIC
APPROACHES
.
118
5.3.1
FORWARD-AWARE
DOUBLE-MAXIMA
MTIB
.
118
5.3.2
FORWARD-AWARE
PARALLEL
IB
.
120
5.3.3
FORWARD-AWARE
SUCCESSIVE
IB
.
123
5.4
NUMERICAL
INVESTIGATIONS
.
128
5.4.1
(FORWARD-)
AWARENESS
VS.
UNAWARENESS
.
128
5.4.2
JOINT
VS.
SEPARATE
DESIGN
.
131
5.4.3
PARALLEL
VS.
SUCCESSIVE
RETRIEVAL
.
132
5.5
PROOFS
.
134
5.5.1
PROOF
OF
THEOREM
5.1
.
134
5.5.2
FORWARD-AWARE
PARALLEL
IB
CONVERGENCE
.
136
5.5.3
PROOF
OF
THEOREM
5.2
.
137
5.5.4
FORWARD-AWARE
SUCCESSIVE
IB
CONVERGENCE
.
139
5.6
CHAPTER
SUMMARY
.
141
6
SUMMARY
143
A
INFORMATION
THEORY
BASICS
147
A.1
SHANNON
'
S
ENTROPY
.
147
A.2
CONDITIONAL
ENTROPY
.
147
A.
3
KL
DIVERGENCE
.
148
A.
4
JS
DIVERGENCE
.
149
A.
5
MUTUAL
INFORMATION
.
149
A.
6
CONDITIONAL
MUTUAL
INFORMATION
.
149
A.
7
CHAIN
RULE
FOR
MUTUAL
INFORMATION
.
150
A.
8
DATA
PROCESSING
INEQUALITY
.
150
B
CONSTRAINED
OPTIMIZATION
151
B.1
METHOD
OF
LAGRANGE
MULTIPLIERS
.
151
B.2
FUNCTIONAL
DERIVATIVES
.
153
C
AFFINITY
PROPAGATION
155
C.1
K-MEDOIDS
OBJECTIVE
FUNCTION
EXTENSION
.
155
C.2
EFFICIENT
SEARCH
VIA
BELIEF
PROPAGATION
.
156
D
MULTIVARIATE
IB
159
D.1
MULTIVARIATE
AGGLOMERATIVE
IB
.
159
D.2
MULTIVARIATE
SEQUENTIAL
IB
.
160
VIII
TABLE
OF
CONTENTS
ABBREVIATIONS
161
LIST
OF
SYMBOLS
163
BIBLIOGRAPHY
169
INDEX
181 |
any_adam_object | 1 |
any_adam_object_boolean | 1 |
author | Hassanpour, Shayan |
author_facet | Hassanpour, Shayan |
author_role | aut |
author_sort | Hassanpour, Shayan |
author_variant | s h sh |
building | Verbundindex |
bvnumber | BV048454685 |
classification_rvk | ZN 6045 |
ctrlnum | (OCoLC)1355309762 (DE-599)DNB1264150784 |
discipline | Elektrotechnik / Elektronik / Nachrichtentechnik |
discipline_str_mv | Elektrotechnik / Elektronik / Nachrichtentechnik |
format | Thesis Book |
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genre | (DE-588)4113937-9 Hochschulschrift gnd-content |
genre_facet | Hochschulschrift |
id | DE-604.BV048454685 |
illustrated | Illustrated |
index_date | 2024-07-03T20:32:01Z |
indexdate | 2025-01-21T09:02:17Z |
institution | BVB |
institution_GND | (DE-588)1064118135 |
isbn | 9783844087437 3844087435 |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-033832773 |
oclc_num | 1355309762 |
open_access_boolean | |
owner | DE-83 |
owner_facet | DE-83 |
physical | VIII, 186 Seiten Illustrationen, Diagramme 21 cm x 14.8 cm, 291 g |
publishDate | 2022 |
publishDateSearch | 2022 |
publishDateSort | 2022 |
publisher | Shaker Verlag |
record_format | marc |
series | Dissertationen aus dem Arbeitsbereich Nachrichtentechnik der Universität Bremen |
series2 | Dissertationen aus dem Arbeitsbereich Nachrichtentechnik der Universität Bremen |
spelling | Hassanpour, Shayan Verfasser aut Source & joint source-channel coding schemes based on the information bottleneck framework Shayan Hassanpour Düren Shaker Verlag 2022 VIII, 186 Seiten Illustrationen, Diagramme 21 cm x 14.8 cm, 291 g txt rdacontent n rdamedia nc rdacarrier Dissertationen aus dem Arbeitsbereich Nachrichtentechnik der Universität Bremen Band 12 Dissertation Universität Bremen 2022 Übertragungskanal (DE-588)4186649-6 gnd rswk-swf Engpassproblem (DE-588)4121196-0 gnd rswk-swf Kanalcodierung (DE-588)4163183-3 gnd rswk-swf Decodierung (DE-588)4148976-7 gnd rswk-swf Data Compression Information Bottleneck Joint Source-Channel Coding Source Coding (DE-588)4113937-9 Hochschulschrift gnd-content Kanalcodierung (DE-588)4163183-3 s DE-604 Übertragungskanal (DE-588)4186649-6 s Engpassproblem (DE-588)4121196-0 s Decodierung (DE-588)4148976-7 s Shaker Verlag (DE-588)1064118135 pbl Dissertationen aus dem Arbeitsbereich Nachrichtentechnik der Universität Bremen Band 12 (DE-604)BV043458196 12 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=033832773&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p vlb 20220802 DE-101 https://d-nb.info/provenance/plan#vlb |
spellingShingle | Hassanpour, Shayan Source & joint source-channel coding schemes based on the information bottleneck framework Dissertationen aus dem Arbeitsbereich Nachrichtentechnik der Universität Bremen Übertragungskanal (DE-588)4186649-6 gnd Engpassproblem (DE-588)4121196-0 gnd Kanalcodierung (DE-588)4163183-3 gnd Decodierung (DE-588)4148976-7 gnd |
subject_GND | (DE-588)4186649-6 (DE-588)4121196-0 (DE-588)4163183-3 (DE-588)4148976-7 (DE-588)4113937-9 |
title | Source & joint source-channel coding schemes based on the information bottleneck framework |
title_auth | Source & joint source-channel coding schemes based on the information bottleneck framework |
title_exact_search | Source & joint source-channel coding schemes based on the information bottleneck framework |
title_exact_search_txtP | Source & joint source-channel coding schemes based on the information bottleneck framework |
title_full | Source & joint source-channel coding schemes based on the information bottleneck framework Shayan Hassanpour |
title_fullStr | Source & joint source-channel coding schemes based on the information bottleneck framework Shayan Hassanpour |
title_full_unstemmed | Source & joint source-channel coding schemes based on the information bottleneck framework Shayan Hassanpour |
title_short | Source & joint source-channel coding schemes based on the information bottleneck framework |
title_sort | source joint source channel coding schemes based on the information bottleneck framework |
topic | Übertragungskanal (DE-588)4186649-6 gnd Engpassproblem (DE-588)4121196-0 gnd Kanalcodierung (DE-588)4163183-3 gnd Decodierung (DE-588)4148976-7 gnd |
topic_facet | Übertragungskanal Engpassproblem Kanalcodierung Decodierung Hochschulschrift |
url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=033832773&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
volume_link | (DE-604)BV043458196 |
work_keys_str_mv | AT hassanpourshayan sourcejointsourcechannelcodingschemesbasedontheinformationbottleneckframework AT shakerverlag sourcejointsourcechannelcodingschemesbasedontheinformationbottleneckframework |