Publication Details

Tuning phone decoders for language identification

SANTHOSH Kumar Chellappan Pillai, LI Haizhou, TONG Rong, MATĚJKA Pavel, BURGET Lukáš and ČERNOCKÝ Jan. Tuning phone decoders for language identification. In: Proc. International Conference on Acoustics, Speech, and Signal Processing 2010. Dallas: IEEE Signal Processing Society, 2010, pp. 5010-5013. ISBN 978-1-4244-4296-6. ISSN 1520-6149.
Czech title
Ladění fonémových dekodérů pro identifikaci jazyka
Type
conference paper
Language
english
Authors
Santhosh Kumar Chellappan Pillai (FIT BUT)
Li Haizhou (IIR)
Tong Rong (IIR)
Matějka Pavel, Ing., Ph.D. (DCGM FIT BUT)
Burget Lukáš, doc. Ing., Ph.D. (DCGM FIT BUT)
Černocký Jan, prof. Dr. Ing. (DCGM FIT BUT)
URL
Keywords

Phonotactic language identification, hidden Markov models, neural networks, mutual information, multilingual

Abstract

This paper is on tuning phone decoders for language identification.  In this work, we explore how language identification accuracy of a phone decoder can be enhanced.

Annotation

Phonotactic approach, phone recognition to be followed by language modeling, is one of the most popular approaches to language identification (LID). In this work, we explore how language identification accuracy of a phone decoder can be enhanced by varying acoustic resolution of the phone decoder, and subsequently how multiresolution versions of the same decoder can be integrated to improve the LID accuracy. We use mutual information to select the optimum set of phones for a specific acoustic resolution. Further, we propose strategies for building multilingual systems suitable for LID applications, and subsequently fine tune these systems to enhance the overall accuracy.

Published
2010
Pages
5010-5013
Journal
Proc. International Conference on Acoustics, Speech, and Signal Processing, vol. 2010, no. 3, ISSN 1520-6149
Proceedings
Proc. International Conference on Acoustics, Speech, and Signal Processing 2010
Conference
International Conference on Acoustics, Speech, and Signal Processing 2010, Dallas, US
ISBN
978-1-4244-4296-6
Publisher
IEEE Signal Processing Society
Place
Dallas, US
BibTeX 
@INPROCEEDINGS{FITPUB9302,
   author = "Pillai Chellappan Kumar Santhosh and Haizhou Li and Rong Tong and Pavel Mat\v{e}jka and Luk\'{a}\v{s} Burget and Jan \v{C}ernock\'{y}",
   title = "Tuning phone decoders for language identification",
   pages = "5010--5013",
   booktitle = "Proc. International Conference on Acoustics, Speech, and Signal Processing 2010",
   journal = "Proc. International Conference on Acoustics, Speech, and Signal Processing",
   volume = 2010,
   number = 3,
   year = 2010,
   location = "Dallas, US",
   publisher = "IEEE Signal Processing Society",
   ISBN = "978-1-4244-4296-6",
   ISSN = "1520-6149",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/9302"
}
Back to top