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| Paper Abstract and Keywords | ||
| Presentation | 2022-02-28 11:00 Behavior Prediction of Cervus nippon Considering Environmental Factors by Time-Series Transformer Kentaro Kazama, Katsuhide Fujita, Shinsuke Koike (TUAT)  AI2021-15 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In order to prevent damage to agriculture and forestry caused by wild animals, new wildlife management methods are required. In this study, we propose a model of behavior prediction which can take into account the effects of the surrounding environment using Time-Series Transformer. Experiments using biological data of Cervus nippon show that the proposed method outperforms previous methods quantitatively and qualitatively in terms of behavior prediction. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Time series prediction / Transformer / Animal behavior modeling / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 121, no. 382, AI2021-15, pp. 19-24, Feb. 2022. | |
| Paper # | AI2021-15 | |
| Date of Issue | 2022-02-21 (AI) | |
| ISSN | 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 | AI2021-15 |
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| Conference Information | |
| Committee | AI |
| Conference Date | 2022-02-28 - 2022-02-28 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Youth Hostel Sunflower MIYAZAKI |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | AI |
| Conference Code | 2022-02-AI |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Behavior Prediction of Cervus nippon Considering Environmental Factors by Time-Series Transformer |
| Sub Title (in English) | |
| Keyword(1) | Time series prediction |
| Keyword(2) | Transformer |
| Keyword(3) | Animal behavior modeling |
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| 1st Author's Name | Kentaro Kazama |
| 1st Author's Affiliation | Tokyo University of Agriculture and Technology (TUAT) |
| 2nd Author's Name | Katsuhide Fujita |
| 2nd Author's Affiliation | Tokyo University of Agriculture and Technology (TUAT) |
| 3rd Author's Name | Shinsuke Koike |
| 3rd Author's Affiliation | Tokyo University of Agriculture and Technology (TUAT) |
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| Speaker | Author-1 |
| Date Time | 2022-02-28 11:00:00 |
| Presentation Time | 20 minutes |
| Registration for | AI |
| Paper # | AI2021-15 |
| Volume (vol) | vol.121 |
| Number (no) | no.382 |
| Page | pp.19-24 |
| #Pages | 6 |
| Date of Issue | 2022-02-21 (AI) |
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