Téléchargez le livre : Multilingual Phone Recognition in Indian Languages

Multilingual Phone Recognition in Indian Languages

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Éditeur :

Springer


Collection :

SpringerBriefs in Speech Technology

Paru le : 2021-10-05

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Description
The book presents current research and developments in multilingual speech recognition. The author presents a Multilingual Phone Recognition System (Multi-PRS), developed using a common multilingual phone-set derived from the International Phonetic Alphabets (IPA) based transcription of six Indian languages - Kannada, Telugu, Bengali, Odia, Urdu, and Assamese. The author shows how the performance of Multi-PRS can be improved using tandem features. The book compares Monolingual Phone Recognition Systems (Mono-PRS) versus Multi-PRS and baseline versus tandem system. Methods are proposed to predict Articulatory Features (AFs) from spectral features using Deep Neural Networks (DNN). Multitask learning is explored to improve the prediction accuracy of AFs. Then, the AFs are explored to improve the performance of Multi-PRS using lattice rescoring method of combination and tandem method of combination. The author goes on to develop and evaluate the Language Identification followed by Monolingual phone recognition (LID-Mono) and common multilingual phone-set based multilingual phone recognition systems.
Pages
103 pages
Collection
SpringerBriefs in Speech Technology
Parution
2021-10-05
Marque
Springer
EAN papier
9783030807405
EAN PDF
9783030807412
Informations sur l'ebook
Nombre pages copiables
1
Nombre pages imprimables
10
Taille du fichier
2468 Ko
Prix
47,46 €
EAN EPUB
9783030807412
Informations sur l'ebook
Nombre pages copiables
1
Nombre pages imprimables
10
Taille du fichier
3779 Ko
Prix
47,46 €

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