| Presentation | 2022-11-24 Reconstructing of Vocal Fold Vibration Video by Echo State Network and Dimensionality Reduction Tomu Noguchi, Kota Shiozawa, Isao Tokuda, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Video data provides an effective means for capturing the dynamics of experimental object. The dimensionality that actually governs the dynamics could be smaller than that of the raw video data. In this paper, we show that the video data, the dimensionality of which is reduced by principal component analysis, can be trained on an Echo State Network. The Echo State Network can reconstruct the original video with a good accuracy. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Dimensionality Reduction / Reservoir Computing / Auto Encoder / Video Analysis |
| Paper # | NLP2022-56 |
| Date of Issue | 2022-11-17 (NLP) |
| Conference Information | |
| Committee | NLP |
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| Conference Date | 2022/11/24(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Akio Tsuneda(Kumamoto Univ.) |
| Vice Chair | Hiroyuki Torikai(Hosei Univ.) |
| Secretary | Hiroyuki Torikai(Sojo Univ.) |
| Assistant | Yuichi Yokoi(Nagasaki Univ.) / Yoshikazu Yamanaka(Utsunomiya Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Nonlinear Problems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Reconstructing of Vocal Fold Vibration Video by Echo State Network and Dimensionality Reduction |
| Sub Title (in English) | |
| Keyword(1) | Dimensionality Reduction |
| Keyword(2) | Reservoir Computing |
| Keyword(3) | Auto Encoder |
| Keyword(4) | Video Analysis |
| 1st Author's Name | Tomu Noguchi |
| 1st Author's Affiliation | Ritsumeikan University(Ritsumeikan Univ.) |
| 2nd Author's Name | Kota Shiozawa |
| 2nd Author's Affiliation | Ritsumeikan University(Ritsumeikan Univ.) |
| 3rd Author's Name | Isao Tokuda |
| 3rd Author's Affiliation | Ritsumeikan University(Ritsumeikan Univ.) |
| Date | 2022-11-24 |
| Paper # | NLP2022-56 |
| Volume (vol) | vol.122 |
| Number (no) | NLP-280 |
| Page | pp.pp.1-4(NLP), |
| #Pages | 4 |
| Date of Issue | 2022-11-17 (NLP) |