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Experiments on Classification of Electroencephalography (EEG) Signals in Imagination of Direction using Stacked Autoencoder
http://hdl.handle.net/10228/00006862
http://hdl.handle.net/10228/000068625b6fa9b8-f3f4-4846-9a96-238332785f3b
名前 / ファイル | ライセンス | アクション |
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Item type | 会議発表論文 = Conference Paper(1) | |||||||||||
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公開日 | 2018-07-25 | |||||||||||
資源タイプ | ||||||||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_5794 | |||||||||||
資源タイプ | conference paper | |||||||||||
タイトル | ||||||||||||
言語 | en | |||||||||||
タイトル | Experiments on Classification of Electroencephalography (EEG) Signals in Imagination of Direction using Stacked Autoencoder | |||||||||||
言語 | ||||||||||||
言語 | eng | |||||||||||
著者 |
Tomonaga, Kenta
× Tomonaga, Kenta× Hayakawa, Takuya× 小林, 順
WEKO
126
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抄録 | ||||||||||||
内容記述タイプ | Abstract | |||||||||||
内容記述 | This paper presents classification methods for electroencephalography (EEG) signals in imagination of direction measured by a portable EEG headset. In the authors’ previous studies, principal component analysis extracted significant features from EEG signals to construct neural network classifiers. To improve the performance, the authors have implemented a Stacked Autoencoder (SAE) for the classification. The SAE carries out feature extraction and classification in a form of multi-layered neural network. Experimental results showed that the SAE outperformed the previous classifiers. | |||||||||||
言語 | en | |||||||||||
備考 | ||||||||||||
内容記述タイプ | Other | |||||||||||
内容記述 | 2017 International Conference on Artificial Life and Robotics(ICAROB 2017) , January 19 to 22, 2017, Seagaia Convention Center, Miyazaki, Japan. | |||||||||||
書誌情報 |
en : Journal of Robotics, Networking and Artificial Life 巻 4, 号 2, p. 124-128, 発行日 2017-01-19 |
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出版社 | ||||||||||||
出版社 | Atlantis Press | |||||||||||
DOI | ||||||||||||
関連タイプ | isIdenticalTo | |||||||||||
識別子タイプ | DOI | |||||||||||
関連識別子 | https://doi.org/10.2991/jrnal.2017.4.2.4 | |||||||||||
ISBN | ||||||||||||
識別子タイプ | ISBN | |||||||||||
関連識別子 | 978-4-9908350-2-6 | |||||||||||
ISSN | ||||||||||||
収録物識別子タイプ | EISSN | |||||||||||
収録物識別子 | 2352-6386 | |||||||||||
著作権関連情報 | ||||||||||||
権利情報 | Copyright (c) The 2017 International Conference on Artificial Life and Robotics (ICAROB 2017), Jan. 19-22, Miyazaki, Japan | |||||||||||
キーワード | ||||||||||||
主題Scheme | Other | |||||||||||
主題 | electroencephalography | |||||||||||
キーワード | ||||||||||||
主題Scheme | Other | |||||||||||
主題 | stacked autoencoder | |||||||||||
キーワード | ||||||||||||
主題Scheme | Other | |||||||||||
主題 | neural network | |||||||||||
キーワード | ||||||||||||
主題Scheme | Other | |||||||||||
主題 | portable EEG headset | |||||||||||
キーワード | ||||||||||||
主題Scheme | Other | |||||||||||
主題 | imagination of direction | |||||||||||
出版タイプ | ||||||||||||
出版タイプ | VoR | |||||||||||
出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||||||||
査読の有無 | ||||||||||||
値 | yes | |||||||||||
研究者情報 | ||||||||||||
https://hyokadb02.jimu.kyutech.ac.jp/html/242_ja.html | ||||||||||||
論文ID(連携) | ||||||||||||
10297976 | ||||||||||||
連携ID | ||||||||||||
6064 |