Paper Abstract and Keywords |
Presentation |
2014-01-24 13:30
Automatic Recogntion of Paralinguistic Information with Speaker Dependent Modeling Tomoyuki Shimakawa, Yoichi Yamashita (Ritsumeikan Univ.) SP2013-103 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper discusses about the automatic recognition of paralinguistic information with speaker dependent modeling. When a user uses a spoken dialog system which can use paralinguistic information, it requires high performance of the paralinguistic information recognition for the specific user. We tried to recognize paralinguistic information in a speaker dependent manner. We recorded speech with paralinguistic information, and tried automatic recognition of three kinds of paralinguistic information, dissatisfaction, interrogation, and surprise, which can be perceived in a listening test. The average recognition rate is about 70% by a method based on weighted summation of output from several recognizers which use a single parameter. We tried some conditions of model training, and compared the recognition results with speaker dependent and speaker independent modeling. We could find the difference of recognition for speakers, but we didn’t find the larger difference between the speaker dependent and speaker independent modeling. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Paralinguistic information / Spoken dialog / Emotion / Speaker Dependent / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 113, no. 404, SP2013-103, pp. 43-48, Jan. 2014. |
Paper # |
SP2013-103 |
Date of Issue |
2014-01-16 (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) |
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SP2013-103 |
Conference Information |
Committee |
SP |
Conference Date |
2014-01-23 - 2014-01-24 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Meijo Univ. |
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(See Japanese page) |
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Paper Information |
Registration To |
SP |
Conference Code |
2014-01-SP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Automatic Recogntion of Paralinguistic Information with Speaker Dependent Modeling |
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Paralinguistic information |
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Spoken dialog |
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Emotion |
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Speaker Dependent |
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1st Author's Name |
Tomoyuki Shimakawa |
1st Author's Affiliation |
Ritsumeikan University (Ritsumeikan Univ.) |
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Yoichi Yamashita |
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Ritsumeikan University (Ritsumeikan Univ.) |
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Speaker |
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Date Time |
2014-01-24 13:30:00 |
Presentation Time |
30 minutes |
Registration for |
SP |
Paper # |
SP2013-103 |
Volume (vol) |
vol.113 |
Number (no) |
no.404 |
Page |
pp.43-48 |
#Pages |
6 |
Date of Issue |
2014-01-16 (SP) |
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