The application of hidden Markov Models in speech recognition:
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Boston, Mass. [u.a.]
Now Publishers
2008
|
| Series: | Foundations and trends in signal processing
1,3 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | IX, 113 S. |
| ISBN: | 1601981201 9781601981202 |
Staff View
MARC
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| 245 | 1 | 0 | |a The application of hidden Markov Models in speech recognition |c Mark Gales ; Steve Young |
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Record in the Search Index
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|---|---|
| adam_text | Contents
1
Introduction
2
Architecture of an
H
MM-Based Recogniser
5
2.1
Feature Extraction
(>
2.2
HMM
Acoustic Models (Basic-Single
Coinjłonent)
8
2.3
Л
-grain
Language Models
15
2.4
Decoding and Lattice Generation
17
3
HMM
Structure Refinements
21
3.1
Dynamic Bayesian Networks
21
3.2
Gaussian Mixture Models
23
3.3
Feature Projections
25
3.4
Covariance Modelling
29
3.5
HMM
Duration Modelling
32
3.6
HMMs for Speech Generation
33
4
Parameter Estimation
37
4.1
Discriminative Training
38
4.2
Implementation Issues
42
4.3
Lightly Supervised and Unsupervised Training
44
5 Adaptation
and Normalisation
47
5.1
Feat
ure-
Based Schemes
48
5.2
Linear Transform-Based Schemes
51
5.3
Gender/Cluster Dependent Models
55
5.4
Maximum a Posteriori (MAP) Adaptation
57
5.5
Adaptive Training
59
6
Noise Robustness
63
6.1
Feature
Enhancement (>5
(i.2 Model-Based Compensation (>7
G. A Uncortainty-Based Approaches
71
7
Multi-Pass Recognition Architectures
77
7.1
Example Architecture
77
7.2
System Combination
7!)
Ί. Λ
Complementary System Generation SI
7.4
Example Application
—
Broadcast News
Transcription S2
Conclusions
93
Acknowledgments
95
Notations and Acronyms
97
References
101
|
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| author_facet | Gales, Mark Young, Steve |
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| id | DE-604.BV036121908 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-09T22:12:33Z |
| institution | BVB |
| isbn | 1601981201 9781601981202 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-019011872 |
| oclc_num | 441090261 |
| open_access_boolean | |
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| owner_facet | DE-91 DE-BY-TUM DE-355 DE-BY-UBR |
| physical | IX, 113 S. |
| publishDate | 2008 |
| publishDateSearch | 2008 |
| publishDateSort | 2008 |
| publisher | Now Publishers |
| record_format | marc |
| series | Foundations and trends in signal processing |
| series2 | Foundations and trends in signal processing |
| spelling | Gales, Mark Verfasser aut The application of hidden Markov Models in speech recognition Mark Gales ; Steve Young Boston, Mass. [u.a.] Now Publishers 2008 IX, 113 S. txt rdacontent n rdamedia nc rdacarrier Foundations and trends in signal processing 1,3 Hidden-Markov-Modell (DE-588)4352479-5 gnd rswk-swf Automatische Spracherkennung (DE-588)4003961-4 gnd rswk-swf Automatische Spracherkennung (DE-588)4003961-4 s Hidden-Markov-Modell (DE-588)4352479-5 s DE-604 Young, Steve Verfasser aut Foundations and trends in signal processing 1,3 (DE-604)BV035213228 1,4 Digitalisierung UB Regensburg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=019011872&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Gales, Mark Young, Steve The application of hidden Markov Models in speech recognition Foundations and trends in signal processing Hidden-Markov-Modell (DE-588)4352479-5 gnd Automatische Spracherkennung (DE-588)4003961-4 gnd |
| subject_GND | (DE-588)4352479-5 (DE-588)4003961-4 |
| title | The application of hidden Markov Models in speech recognition |
| title_auth | The application of hidden Markov Models in speech recognition |
| title_exact_search | The application of hidden Markov Models in speech recognition |
| title_full | The application of hidden Markov Models in speech recognition Mark Gales ; Steve Young |
| title_fullStr | The application of hidden Markov Models in speech recognition Mark Gales ; Steve Young |
| title_full_unstemmed | The application of hidden Markov Models in speech recognition Mark Gales ; Steve Young |
| title_short | The application of hidden Markov Models in speech recognition |
| title_sort | the application of hidden markov models in speech recognition |
| topic | Hidden-Markov-Modell (DE-588)4352479-5 gnd Automatische Spracherkennung (DE-588)4003961-4 gnd |
| topic_facet | Hidden-Markov-Modell Automatische Spracherkennung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=019011872&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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