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Multilingual Phone Recognition in Indian Languages
Engelsk
Bogcover for Multilingual Phone Recognition in Indian Languages af K.E Manjunath, 9783030807405
Specifikationer
Sprog:
Engelsk
Sider:
103
ISBN-13:
9783030807405
Indbinding:
Paperback
ISBN-10:
3030807401
Udg. Dato:
6 okt 2021
Størrelse i cm:
23,5 x 15,5
Oplagsdato:
6 okt 2021
Forfatter(e):

Multilingual Phone Recognition in Indian Languages

Engelsk
Paperback 2021
Format:

Bog beskrivelse
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.

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Specifikationer
Sprog:
Engelsk
Sider:
103
ISBN-13:
9783030807405
Indbinding:
Paperback
ISBN-10:
3030807401
Udg. Dato:
6 okt 2021
Størrelse i cm:
23,5 x 15,5
Oplagsdato:
6 okt 2021
Forfatter(e):
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