Comparision of Machine Learning Algorithms for Speech Recognition of Endangered Gadaba Language

Registration ID: IJNRD_192711

Published ID: IJNRD2304580

DOI: http://doi.one/10.1729/Journal.33906

Badipetla Reshma , S.Ramadevi , Bammidi Himaghna , Gudivada Likhitha , Eda Jerina , D.Kavitha Devi , C.Sushmitha , C.K.Abhishek

Feature Extraction, Signal Processing, Machine Learning (ML), HMM (Hidden Markov Model), GMM (Gaussian Mixture Model), Cross Correlation, Gadaba Language, Speech Recognition, Translation

We compare the various ML (Machine Learning) based speech recognition algorithms and for a Gadaba Creole Speech recognition and translation towards Language Learning to promote Gadaba Language Revival through technology and sophistication. We study the efficiencies of various feature extraction signal processing techniques such as zero crossing rate, pitch, MFCC, frequency shift for three Machine Learning based Statistical speech recognition Algorithms: HMM (Hidden Markov Model), GMM (Gaussian Mixture Model) Cross Correlation Routines. We have trained the algorithms with 20 Gadaba words towards isolated Gadaba word and phrase recognition and eventual English Translation with POS (Parts of Speech) consideration. The Generalized Speech Recognition Algorithms allowed English Speech Recognition and its Gadaba Translation as well. The accuracies of the Algorithms are studied over various features extracted enabling audio feature selection for Gadaba Language.

Published Paper   E-Certificate

Badipetla Reshma, S.Ramadevi, Bammidi Himaghna , Gudivada Likhitha, Eda Jerina , D.Kavitha Devi, & C.Sushmitha , C.K.Abhishek (April-2023). Comparision of Machine Learning Algorithms for Speech Recognition of Endangered Gadaba Language. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 8(4), f666-f675. http://doi.one/10.1729/Journal.33906

Volume 8 Issue 4, April-2023

Pages : f666-f675

Paper Reg. ID: IJNRD_192711

Published Paper Id: IJNRD2304580

Downloads: 000121987

Research Area: Electronics & Communication Engg. 

Country: Visakhapatnam, Andhra Pradesh, India

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Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2304580

Crossref DOI: http://doi.one/10.1729/Journal.33906

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

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