| Paper Abstract and Keywords |
| Presentation |
2017-03-01 12:40
[Poster Presentation]
Estimation of Music Genres from Spontaneous Brain Activity Analysis by Using Neural Network Hiroki Itoga, Yoshikazu Washizawa (UEC) EA2016-103 SIP2016-158 SP2016-98 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Quantitative evaluation of the mind states has been addressed for a long time. Evaluated mind states can be applied for many applications. For example, recommendation technology such as music is researched widely. Some of them utilized EEG for emotional states estimation. In this study, music genres estimated by EEG and features were effective for genre estimation are studied. In 5 class genre recognition, we achieved 38.1±9.4% recog- nition accuracy, it is higher than chance level, 20%. The features that are effective for genre estimation differs for each subject, however the result showed an association with emotional states. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
EEG / Spontaneous brain activity analysis / Neural Networks / Genre recognition / Feature Extraction / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 116, no. 476, SIP2016-158, pp. 119-122, March 2017. |
| Paper # |
SIP2016-158 |
| Date of Issue |
2017-02-22 (EA, SIP, 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 |
EA2016-103 SIP2016-158 SP2016-98 |
| Conference Information |
| Committee |
SP SIP EA |
| Conference Date |
2017-03-01 - 2017-03-02 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Okinawa Industry Support Center |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Speech, Engineering/Electro Acoustics, Signal Processing, and Related Topics |
| Paper Information |
| Registration To |
SIP |
| Conference Code |
2017-03-SP-SIP-EA |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Estimation of Music Genres from Spontaneous Brain Activity Analysis by Using Neural Network |
| Sub Title (in English) |
|
| Keyword(1) |
EEG |
| Keyword(2) |
Spontaneous brain activity analysis |
| Keyword(3) |
Neural Networks |
| Keyword(4) |
Genre recognition |
| Keyword(5) |
Feature Extraction |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Hiroki Itoga |
| 1st Author's Affiliation |
The University of Electro-Communications (UEC) |
| 2nd Author's Name |
Yoshikazu Washizawa |
| 2nd Author's Affiliation |
The University of Electro-Communications (UEC) |
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| Speaker |
Author-1 |
| Date Time |
2017-03-01 12:40:00 |
| Presentation Time |
90 minutes |
| Registration for |
SIP |
| Paper # |
EA2016-103, SIP2016-158, SP2016-98 |
| Volume (vol) |
vol.116 |
| Number (no) |
no.475(EA), no.476(SIP), no.477(SP) |
| Page |
pp.119-122 |
| #Pages |
4 |
| Date of Issue |
2017-02-22 (EA, SIP, SP) |