| Presentation | 2022-02-28 Behavior Prediction of Cervus nippon Considering Environmental Factors by Time-Series Transformer Kentaro Kazama, Katsuhide Fujita, Shinsuke Koike, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Time series prediction / Transformer / Animal behavior modeling |
| Paper # | AI2021-15 |
| Date of Issue | 2022-02-21 (AI) |
| Conference Information | |
| Committee | AI |
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| Conference Date | 2022/2/28(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Youth Hostel Sunflower MIYAZAKI |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yuichi Sei(Univ. of Electro-Comm.) |
| Vice Chair | Yuko Sakurai(AIST) / Tadachika Ozono(Nagoya Inst. of Tech.) |
| Secretary | Yuko Sakurai(Tokyo Univ. of Agriculture and Technology) / Tadachika Ozono(Toho Univ.) |
| Assistant | Kazutaka Matsuzaki(Chuo Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Artificial Intelligence and Knowledge-Based Processing |
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| Language | JPN |
| 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 |
| 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) |
| Date | 2022-02-28 |
| Paper # | AI2021-15 |
| Volume (vol) | vol.121 |
| Number (no) | AI-382 |
| Page | pp.pp.19-24(AI), |
| #Pages | 6 |
| Date of Issue | 2022-02-21 (AI) |