| Paper Abstract and Keywords |
| Presentation |
2008-03-20 15:15
[Poster Presentation]
Accent Analysis for Mandarin Large Vocabulary Continuous Speech Recognition Dong Yang, Koji Iwano, Sadaoki Furui (Tokyo Inst. of Tech.) SP2007-201 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper presents our work on accent issues in Mandarin large vocabulary continuous speech recognition. What we want to address in this paper are two questions about Mandarin: whether accents affect speech recognition greatly; how we can solve the problem. For the first question, we know that, across a vast region and a huge population, there are varieties of accented Mandarin spoken in China, which are mainly caused by speakers' dialects. In accented Mandarin, the dominant problem is mispronunciations of three types of confusions. We summarize them in this paper and focus on their effects on speech recognition for each speaker. For the second question, we try to perform maximum likelihood linear regression (MLLR) adaptation for each speaker and then analyze the recognition results. We find that up to 45% of the accent related errors get corrected for accented speakers and there is no such improvement for standard speakers. Our experimental analysis and result support us to conclude that the accent is a serious problem in Mandarin speech recognition and the MLLR adaptation is effective in reducing the mismatch caused by accents. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Analysis of Mandarin accents / large vocabulary continuous speech recognition / accent adaptation / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 107, no. 551, SP2007-201, pp. 87-92, March 2008. |
| Paper # |
SP2007-201 |
| Date of Issue |
2008-03-13 (SP) |
| ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
SP2007-201 |
| Conference Information |
| Committee |
SP |
| Conference Date |
2008-03-20 - 2008-03-21 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Univ. Tokyo |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
International Workshop (Mar 20), Speech Production, Speech Perception, Hearing and Speech, etc. (Mar 21) |
| Paper Information |
| Registration To |
SP |
| Conference Code |
2008-03-SP |
| Language |
English |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Accent Analysis for Mandarin Large Vocabulary Continuous Speech Recognition |
| Sub Title (in English) |
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| Keyword(1) |
Analysis of Mandarin accents |
| Keyword(2) |
large vocabulary continuous speech recognition |
| Keyword(3) |
accent adaptation |
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| 1st Author's Name |
Dong Yang |
| 1st Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
| 2nd Author's Name |
Koji Iwano |
| 2nd Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
| 3rd Author's Name |
Sadaoki Furui |
| 3rd Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
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| Speaker |
Author-1 |
| Date Time |
2008-03-20 15:15:00 |
| Presentation Time |
90 minutes |
| Registration for |
SP |
| Paper # |
SP2007-201 |
| Volume (vol) |
vol.107 |
| Number (no) |
no.551 |
| Page |
pp.87-92 |
| #Pages |
6 |
| Date of Issue |
2008-03-13 (SP) |