Integrated stochastic models for spontaneous speech recognition:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English German |
| Veröffentlicht: |
Berlin
Logos-Verl.
2002
|
| Schriftenreihe: | Studien zur Mustererkennung
6 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Zugl.: Erlangen-Nürnberg, Univ., Diss., 2001. - Enth. Zsfassung in dt. Sprache |
| Beschreibung: | Getr. Zählung Ill., graph. Darst. : 21 cm |
| ISBN: | 3897229072 |
Internformat
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| 100 | 1 | |a Gallwitz, Florian |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Integrated stochastic models for spontaneous speech recognition |c by Florian Gallwitz |
| 264 | 1 | |a Berlin |b Logos-Verl. |c 2002 | |
| 300 | |a Getr. Zählung |b Ill., graph. Darst. : 21 cm | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 1 | |a Studien zur Mustererkennung |v 6 | |
| 500 | |a Zugl.: Erlangen-Nürnberg, Univ., Diss., 2001. - Enth. Zsfassung in dt. Sprache | ||
| 650 | 4 | |a Automatic speech recognition | |
| 650 | 4 | |a Stochastic processes | |
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| 650 | 0 | 7 | |a Hidden-Markov-Modell |0 (DE-588)4352479-5 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Stochastische Sprache |0 (DE-588)4307871-0 |2 gnd |9 rswk-swf |
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Datensatz im Suchindex
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CONTENTS
1
INTRODUCTION
1
1.1
SPEECH
RECOGNITION
AND
PROSODY
.
1
1.2
SPONTANEOUS
SPEECH
PHENOMENA
.
5
1.3
CLASSIFICATION
OF
OUT-OF-VOCABULARY
WORDS
.
8
1.4
THIS
THESIS
.
13
1.4.1
GENERAL
REMARKS
.
13
1.4.2
APPROACHES
PRESENTED
IN
THIS
THESIS
.
14
1.4.3
OVERVIEW
.
15
2
FUNDAMENTAL
CONCEPTS
17
2.1
STATISTICAL
PATTERN
RECOGNITION
.
18
2.2
FEATURE
EXTRACTION
.
20
2.2.1
ACOUSTIC-PHONETIC
INFORMATION
.
21
2.2.2
ACOUSTIC-PROSODIC
INFORMATION
.
21
2.3
CLASSIFICATION
OF
FEATURE
VECTORS
.
25
2.3.1
PARAMETRIC
DENSITIES
.
25
2.3.2
ARTIFICIAL
NEURAL
NETWORKS
(ANNS)
.
26
2.4
HIDDEN
MARKOV
MODELS
(HMMS)
.
28
2.4.1
BASIC
PROPERTIES
OF
HMMS
.
28
2.4.2
CALCULATION
OF
THE
PRODUCTION
PROBABILITY
.
31
2.4.3
DETERMINING
THE
OPTIMAL
STATE
SEQUENCE
.
32
2.4.4
PARAMETER
ESTIMATION
.
33
2.5
STOCHASTIC
LANGUAGE
MODELS
.
35
2.5.1
N-GRAM
LANGUAGE
MODELS
.
35
2.5.2
A
SIMPLE
HEURISTIC
ALGORITHM
FOR
CONSTRUCTING
WORD
CATEGORY
SYSTEMS
39
2.5.3
PERFORMANCE
CRITERIA
.
41
2.5.4
LANGUAGE
MODEL
CLASSIFIERS
.
42
2.6
SEARCH
ALGORITHMS
.
43
2.6.1
VITERBI
SEARCH
.
43
2.6.2
A*
SEARCH
.
43
2.7
EVALUATION
MEASURES
.
46
2.7.1
SPEECH
RECOGNITION
AND
UNDERSTANDING
PERFORMANCE
.
46
2.7.2
EVALUATION
OF
OOV
WORD
DETECTION
.
48
2.7.3
EVALUATION
OF
PHRASE
BOUNDARY
DETECTION
.
50
2.8
SUMMARY
.
53
3
SPEECH
CORPORA
55
3.1
V
ERBMOBIL
.
55
3.1.1
SCENARIO
.
55
3.1.2
TRANSLITERATION
AND
LABELLING
.
56
3.1.3
DATA
.
59
3.2
E
VAR
.
61
3.2.1
SCENARIO
.
61
3.2.2
TRANSLITERATION
AND
LABELLING
.
62
3.2.3
DATA
.
63
3.3
SUMMARY
.
65
4
SPONTANEOUS
SPEECH
RECOGNITION
67
4.1
ACOUSTIC-PHONETIC
MODELLING
.
67
4.1.1
GENERAL
REQUIREMENTS
FOR
SUBWORD
UNITS
.
68
4.1.2
POLYPHONES
.
69
4.1.3
GENERALIZED
POLYPHONES
.
72
4.2
GENERATION
OF
WORD
SEQUENCES
.
73
4.2.1
TIME-SYNCHRONOUS
DECODING
VS.
STACK
DECODING
.
74
4.2.2
LINEAR
LEXICON
VS.
LEXICAL
TREE
.
76
4.2.3
SINGLE-PASS
VS.
MULTI-PASS
RECOGNIZERS
.
.
77
4.2.4
A
MODIFIED
LATTICE
N-BEST
ALGORITHM
.
78
4.2.5
A
RECOGNIZER
ARCHITECTURE
USING
HIGHER-ORDER
LANGUAGE
MODELS
.
.
82
4.3
STOCHASTIC
MODELLING
OF
SPONTANEOUS
SPEECH
PHENOMENA
.
83
4.3.1
PAUSES,
FILLED
PAUSES
AND
NON-VERBALS
.
86
4.3.2
SLURRING
AND
PRONUNCIATION
VARIANTS
.
89
4.4
EXPERIMENTS
AND
RESULTS
.
92
4.4.1
BASIC
RECOGNIZER
SETUP
.
92
4.4.2
EVALUATION
OF
RECOGNIZER
ARCHITECTURES
.
94
4.4.3
EVALUATION
OF
SUBWORD
UNITS
.
95
4.4.4
EVALUATION
OF
NON-VERBAL
MODELLING
APPROACHES
.
96
4.4.5
EVALUATION
OF
THE
MULTIWORD
APPROACH
.
97
4.5
SUMMARY
.
98
II
5
INTEGRATED
CLASSIFICATION
OF
OUT-OF-VOCABULARY
(OOV)
WORDS
101
5.1
GENERAL
CONSIDERATIONS
.
102
5.2
PRIOR
WORK
.
104
5.2.1
ACOUSTIC
MODELLING
.
104
5.2.2
LANGUAGE
MODELLING
.
106
5.2.3
PRIOR
EXPERIMENTAL
RESULTS
.
108
5.2.4
ALTERNATIVE
APPROACHES
TO
OOV
WORD
DETECTION
.
110
5.3
EMPIRICAL
ANALYSIS
OF
THE
OOV
WORDS
PROBLEM
.
ILL
5.4
INTEGRATED
CLASSIFICATION
OF
OOV
WORDS
.
116
5.4.1
LANGUAGE
MODEL
ESTIMATION
FOR
OOV
WORDS
.
116
5.4.2
ACOUSTIC
MODELLING
OF
OOV
WORDS
.
120
5.4.3
EXPERIMENTS
AND
RESULTS
.
123
5.5
OOV
WORD
PROCESSING
IN
THE
EVAR
DIALOGUE
SYSTEM
.
127
5.6
SUMMARY
.
129
6
INTEGRATED
RECOGNITION
OF
WORDS
AND
PROSODIC
INFORMATION
131
6.1
PRIOR
WORK
.
131
6.1.1
INTEGRATION
OF
PROSODIC
INFORMATION
IN
WORD
RECOGNITION
.
132
6.1.2
PROSODIC
BOUNDARY
CLASSIFICATION
.
135
6.2
INTEGRATED
RECOGNITION
OF
WORDS
AND
PHRASE
BOUNDARIES
.
140
6.2.1
EMPIRICAL
EVIDENCE
MOTIVATING
THE
PROPOSED
APPROACH
.
141
6.2.2
SYSTEM
ARCHITECTURE
.
142
6.2.3
BOUNDARY
HMMS
.
144
6.2.4
AN
INTEGRATED
LANGUAGE
MODEL
FOR
WORDS
AND
BOUNDARIES
.
145
6.2.5
PROSODIC
FEATURE
SET
.
146
6.2.6
MLP
AND
HMM
TRAINING
.
148
6.2.7
EXPERIMENTS
AND
RESULTS
.
149
6.3
PROCESSING
OF
PHRASE
BOUNDARIES
IN
SPEECH
UNDERSTANDING
SYSTEMS
.
153
6.4
SUMMARY
.
154
7
FUTURE
WORK
157
8
SUMMARY
161
BIBLIOGRAPHY
166
III |
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| genre | (DE-588)4113937-9 Hochschulschrift gnd-content |
| genre_facet | Hochschulschrift |
| id | DE-604.BV014221897 |
| illustrated | Illustrated |
| indexdate | 2024-08-23T00:35:29Z |
| institution | BVB |
| isbn | 3897229072 |
| language | English German |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-009751666 |
| oclc_num | 52134148 |
| open_access_boolean | |
| owner | DE-29 DE-29T DE-91 DE-BY-TUM |
| owner_facet | DE-29 DE-29T DE-91 DE-BY-TUM |
| physical | Getr. Zählung Ill., graph. Darst. : 21 cm |
| publishDate | 2002 |
| publishDateSearch | 2002 |
| publishDateSort | 2002 |
| publisher | Logos-Verl. |
| record_format | marc |
| series | Studien zur Mustererkennung |
| series2 | Studien zur Mustererkennung |
| spelling | Gallwitz, Florian Verfasser aut Integrated stochastic models for spontaneous speech recognition by Florian Gallwitz Berlin Logos-Verl. 2002 Getr. Zählung Ill., graph. Darst. : 21 cm txt rdacontent n rdamedia nc rdacarrier Studien zur Mustererkennung 6 Zugl.: Erlangen-Nürnberg, Univ., Diss., 2001. - Enth. Zsfassung in dt. Sprache Automatic speech recognition Stochastic processes Prosodie (DE-588)4047500-1 gnd rswk-swf Merkmalsextraktion (DE-588)4314440-8 gnd rswk-swf Gesprochene Sprache (DE-588)4020717-1 gnd rswk-swf Hidden-Markov-Modell (DE-588)4352479-5 gnd rswk-swf Stochastische Sprache (DE-588)4307871-0 gnd rswk-swf Automatische Spracherkennung (DE-588)4003961-4 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Automatische Spracherkennung (DE-588)4003961-4 s Gesprochene Sprache (DE-588)4020717-1 s Prosodie (DE-588)4047500-1 s Stochastische Sprache (DE-588)4307871-0 s Merkmalsextraktion (DE-588)4314440-8 s Hidden-Markov-Modell (DE-588)4352479-5 s DE-604 Studien zur Mustererkennung 6 (DE-604)BV013645858 6 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009751666&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Gallwitz, Florian Integrated stochastic models for spontaneous speech recognition Studien zur Mustererkennung Automatic speech recognition Stochastic processes Prosodie (DE-588)4047500-1 gnd Merkmalsextraktion (DE-588)4314440-8 gnd Gesprochene Sprache (DE-588)4020717-1 gnd Hidden-Markov-Modell (DE-588)4352479-5 gnd Stochastische Sprache (DE-588)4307871-0 gnd Automatische Spracherkennung (DE-588)4003961-4 gnd |
| subject_GND | (DE-588)4047500-1 (DE-588)4314440-8 (DE-588)4020717-1 (DE-588)4352479-5 (DE-588)4307871-0 (DE-588)4003961-4 (DE-588)4113937-9 |
| title | Integrated stochastic models for spontaneous speech recognition |
| title_auth | Integrated stochastic models for spontaneous speech recognition |
| title_exact_search | Integrated stochastic models for spontaneous speech recognition |
| title_full | Integrated stochastic models for spontaneous speech recognition by Florian Gallwitz |
| title_fullStr | Integrated stochastic models for spontaneous speech recognition by Florian Gallwitz |
| title_full_unstemmed | Integrated stochastic models for spontaneous speech recognition by Florian Gallwitz |
| title_short | Integrated stochastic models for spontaneous speech recognition |
| title_sort | integrated stochastic models for spontaneous speech recognition |
| topic | Automatic speech recognition Stochastic processes Prosodie (DE-588)4047500-1 gnd Merkmalsextraktion (DE-588)4314440-8 gnd Gesprochene Sprache (DE-588)4020717-1 gnd Hidden-Markov-Modell (DE-588)4352479-5 gnd Stochastische Sprache (DE-588)4307871-0 gnd Automatische Spracherkennung (DE-588)4003961-4 gnd |
| topic_facet | Automatic speech recognition Stochastic processes Prosodie Merkmalsextraktion Gesprochene Sprache Hidden-Markov-Modell Stochastische Sprache Automatische Spracherkennung Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009751666&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV013645858 |
| work_keys_str_mv | AT gallwitzflorian integratedstochasticmodelsforspontaneousspeechrecognition |