| Paper Abstract and Keywords |
| Presentation |
2014-06-14 14:45
Automatically-Generated Dictionary-based Emotion Recognition from Tweet Speech Eri Yanase, Hiromitsu Nishizaki, Yoshihiro Sekiguchi (Univ. of Yamanashi) NLC2014-4 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We make a study of utilization of linguistic information for classification of emotion in spoken utterances. In Japanese, there are a few researches on emotion recognition using linguistic features extracted from a spoken utterance. This paper describes an emotion recognition method that is based on an automatic construction of an emotional words/phrases dictionary from Twitter and an emotion recognition experiment using the dictionary. The dictionary is made by collecting so many tweets from Twitter, and the extracted words/phrases are registered to the dictionary. For an emotion recognition experiment, we prepared two types of test data; text tweets and spoken tweets. For the spoken tweets, we try two types of emotional words/phrases extraction methods; one is to use an automatic speech recognizer and the other is to use a spoken term detection technique. The experimental result showed that the emotion recognition accuracy was about 40% for the text tweets, and the accuracy for the spoken tweets was slightly lower than the one of the text tweets. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Emotion recognition / linguistic information / speech recognition / spoken term detection / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 114, no. 81, NLC2014-4, pp. 17-22, June 2014. |
| Paper # |
NLC2014-4 |
| Date of Issue |
2014-06-07 (NLC) |
| 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 |
NLC2014-4 |
| Conference Information |
| Committee |
NLC |
| Conference Date |
2014-06-14 - 2014-06-15 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kyushu Institute of Technology |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
NLC |
| Conference Code |
2014-06-NLC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Automatically-Generated Dictionary-based Emotion Recognition from Tweet Speech |
| Sub Title (in English) |
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| Keyword(1) |
Emotion recognition |
| Keyword(2) |
linguistic information |
| Keyword(3) |
speech recognition |
| Keyword(4) |
spoken term detection |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Eri Yanase |
| 1st Author's Affiliation |
University of Yamanashi (Univ. of Yamanashi) |
| 2nd Author's Name |
Hiromitsu Nishizaki |
| 2nd Author's Affiliation |
University of Yamanashi (Univ. of Yamanashi) |
| 3rd Author's Name |
Yoshihiro Sekiguchi |
| 3rd Author's Affiliation |
University of Yamanashi (Univ. of Yamanashi) |
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| Speaker |
Author-1 |
| Date Time |
2014-06-14 14:45:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLC |
| Paper # |
NLC2014-4 |
| Volume (vol) |
vol.114 |
| Number (no) |
no.81 |
| Page |
pp.17-22 |
| #Pages |
6 |
| Date of Issue |
2014-06-07 (NLC) |