Automatic speech recognition: a deep learning approach
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
London [u.a.]
Springer
2015
|
| Schriftenreihe: | Signals and communication technology
|
| Schlagworte: | |
| Online-Zugang: | FLA01 TUM01 Volltext Inhaltsverzeichnis Abstract |
| Beschreibung: | 1 Online-Ressource (XXVI, 321 S.) Ill., graph. Darst. |
| ISBN: | 9781447157793 9781447157786 |
| DOI: | 10.1007/978-1-4471-5779-3 |
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| adam_text | AUTOMATIC SPEECH RECOGNITION
/ YU, DONG
: 2015
TABLE OF CONTENTS / INHALTSVERZEICHNIS
SECTION 1: AUTOMATIC SPEECH RECOGNITION: BACKGROUND
FEATURE EXTRACTION: BASIC FRONTEND
ACOUSTIC MODEL: GAUSSIAN MIXTURE HIDDEN MARKOV MODEL
LANGUAGE MODEL: STOCHASTIC N-GRAM
HISTORICAL REVIEWS OF SPEECH RECOGNITION RESEARCH: 1ST, 2ND, 3RD, 3.5TH,
AND 4TH GENERATIONS
SECTION 2: ADVANCED FEATURE EXTRACTION AND TRANSFORMATION
UNSUPERVISED FEATURE EXTRACTION
DISCRIMINATIVE FEATURE TRANSFORMATION
SECTION 3: ADVANCED ACOUSTIC MODELING
CONDITIONAL RANDOM FIELD (CRF) AND HIDDEN CONDITIONAL RANDOM FIELD
(HCRF)
DEEP-STRUCTURED CRF
SEMI-MARKOV CONDITIONAL RANDOM FIELD
DEEP STACKING MODELS
DEEP NEURAL NETWORK – HIDDEN MARKOV HYBRID MODEL
SECTION 4: ADVANCED LANGUAGE MODELING
DISCRIMINATIVE LANGUAGE MODEL
LOG-LINEAR LANGUAGE MODEL
NEURAL NETWORK LANGUAGE MODEL
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
AUTOMATIC SPEECH RECOGNITION
/ YU, DONG
: 2015
ABSTRACT / INHALTSTEXT
THIS BOOK PROVIDES A COMPREHENSIVE OVERVIEW OF THE RECENT ADVANCEMENT IN
THE FIELD OF AUTOMATIC SPEECH RECOGNITION WITH A FOCUS ON DEEP LEARNING
MODELS INCLUDING DEEP NEURAL NETWORKS AND MANY OF THEIR VARIANTS. THIS
IS THE FIRST AUTOMATIC SPEECH RECOGNITION BOOK DEDICATED TO THE DEEP
LEARNING APPROACH. IN ADDITION TO THE RIGOROUS MATHEMATICAL TREATMENT OF
THE SUBJECT, THE BOOK ALSO PRESENTS INSIGHTS AND THEORETICAL FOUNDATION
OF A SERIES OF HIGHLY SUCCESSFUL DEEP LEARNING MODELS
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Yu, Dong |
| author_facet | Yu, Dong |
| author_role | aut |
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| dewey-full | 004 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 004 - Computer science |
| dewey-raw | 004 |
| dewey-search | 004 |
| dewey-sort | 14 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik Elektrotechnik Maschinenbau |
| doi_str_mv | 10.1007/978-1-4471-5779-3 |
| format | Electronic eBook |
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| illustrated | Illustrated |
| indexdate | 2024-08-01T12:04:56Z |
| institution | BVB |
| isbn | 9781447157793 9781447157786 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-027656367 |
| oclc_num | 897579072 |
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| physical | 1 Online-Ressource (XXVI, 321 S.) Ill., graph. Darst. |
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| publishDate | 2015 |
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| series2 | Signals and communication technology |
| spellingShingle | Yu, Dong Automatic speech recognition a deep learning approach Markov-Prozess (DE-588)4134948-9 gnd Automatische Spracherkennung (DE-588)4003961-4 gnd |
| subject_GND | (DE-588)4134948-9 (DE-588)4003961-4 |
| title | Automatic speech recognition a deep learning approach |
| title_auth | Automatic speech recognition a deep learning approach |
| title_exact_search | Automatic speech recognition a deep learning approach |
| title_full | Automatic speech recognition a deep learning approach Dong Yu ; Li Deng |
| title_fullStr | Automatic speech recognition a deep learning approach Dong Yu ; Li Deng |
| title_full_unstemmed | Automatic speech recognition a deep learning approach Dong Yu ; Li Deng |
| title_short | Automatic speech recognition |
| title_sort | automatic speech recognition a deep learning approach |
| title_sub | a deep learning approach |
| topic | Markov-Prozess (DE-588)4134948-9 gnd Automatische Spracherkennung (DE-588)4003961-4 gnd |
| topic_facet | Markov-Prozess Automatische Spracherkennung |
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