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Performance Improvement of Person Verification Using Evoked EEG by Imperceptible Vibratory Stimulation
https://repository.lib.tottori-u.ac.jp/records/2001234
https://repository.lib.tottori-u.ac.jp/records/200123468ed65b3-694f-4929-bb03-cf825748793c
| 名前 / ファイル | ライセンス | アクション |
|---|---|---|
ICBAKE2023_978-3-031-42823-4_2.pdf
Download is available from 2025/9/14.
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| Item type | 図書の一部 / Book(1) | |||||||||||||||
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| 公開日 | 2023-12-13 | |||||||||||||||
| タイトル | ||||||||||||||||
| タイトル | Performance Improvement of Person Verification Using Evoked EEG by Imperceptible Vibratory Stimulation | |||||||||||||||
| 言語 | en | |||||||||||||||
| 言語 | ||||||||||||||||
| 言語 | eng | |||||||||||||||
| キーワード | ||||||||||||||||
| 言語 | en | |||||||||||||||
| 主題 | biometrics | |||||||||||||||
| キーワード | ||||||||||||||||
| 言語 | en | |||||||||||||||
| 主題 | EEG | |||||||||||||||
| キーワード | ||||||||||||||||
| 言語 | en | |||||||||||||||
| 主題 | imperceptible vibration stimuli | |||||||||||||||
| キーワード | ||||||||||||||||
| 言語 | en | |||||||||||||||
| 主題 | content ratio | |||||||||||||||
| キーワード | ||||||||||||||||
| 言語 | en | |||||||||||||||
| 主題 | normalization | |||||||||||||||
| 資源タイプ | ||||||||||||||||
| 資源タイプ | book part | |||||||||||||||
| アクセス権 | ||||||||||||||||
| アクセス権 | embargoed access | |||||||||||||||
| 著者 |
KOBAYASHI,Hiroki
× KOBAYASHI,Hiroki
× NAKASHIMA,Hirotomo
× 中西,功
WEKO
02512
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| 著者所属（英） | ||||||||||||||||
| 言語 | en | |||||||||||||||
| 値 | Graduate School of Sustainability Sciences, Tottori University | |||||||||||||||
| 著者所属（英） | ||||||||||||||||
| 言語 | en | |||||||||||||||
| 値 | Graduate School of Sustainability Sciences, Tottori University | |||||||||||||||
| 著者所属（英） | ||||||||||||||||
| 言語 | en | |||||||||||||||
| 値 | Faculty of Engineering, Tottori University | |||||||||||||||
| 抄録 | ||||||||||||||||
| 内容記述タイプ | Other | |||||||||||||||
| 内容記述 | In this study, we focus on the electroencephalogram (EEG) as a biometric that can be detected continuously with high confidentiality, and aim to realize the person verification using the evoked EEG when presented with an imperceptible vibration stimulus. In previous studies, the content ratios of the power spectrum in theta (4-8 Hz), alpha (8-13 Hz), and beta (13-43 Hz) wavebands as individual features were derived from the evoked EEG data generated by imperceptible vibration stimulation, and the verification performance was evaluated by Support Vector Machine (SVM). The results showed that the Equal Error Rate (EER) was 28.2%; however, this was not a sufficient verification result. In this paper, for the purpose of improving the verification performance, the weighted (normalized) content ratios are adopted as new features and the verification performance is evaluated. Accordingly, the EER is improved to 17.0%. The verification performance is further improved by changing the feature bandwidth to 6-10 Hz, which contains many spectral components in evoked EEG, and the EER is reduced to 16.4%. | |||||||||||||||
| 言語 | en | |||||||||||||||
| 図書名 | ||||||||||||||||
| 収録物名 | Saeed, K., Dvorský, J., Nishiuchi, N., Fukumoto, M. (eds) Computer Information Systems and Industrial Management. CISIM 2023. Lecture Notes in Computer Science, vol 14164. | |||||||||||||||
| 言語 | en | |||||||||||||||
| 出版者 | ||||||||||||||||
| 出版者 | Springer | |||||||||||||||
| 言語 | en | |||||||||||||||
| 開始ページ | ||||||||||||||||
| 開始ページ | 14 | |||||||||||||||
| 終了ページ | ||||||||||||||||
| 終了ページ | 24 | |||||||||||||||
| 出版年月日 | ||||||||||||||||
| 日付 | 2023-09-15 | |||||||||||||||
| ISBN | ||||||||||||||||
| 関連タイプ | isIdenticalTo | |||||||||||||||
| 識別子タイプ | ISBN | |||||||||||||||
| 関連識別子 | 9783031428227 | |||||||||||||||
| ISBN | ||||||||||||||||
| 関連タイプ | isIdenticalTo | |||||||||||||||
| 識別子タイプ | ISBN | |||||||||||||||
| 関連識別子 | 9783031428234 | |||||||||||||||
| 権利 | ||||||||||||||||
| 言語 | en | |||||||||||||||
| 権利情報 | (C) 2023 The Author(s), under exclusive license to Springer Nature Switzerland AG | |||||||||||||||
| 情報源 | ||||||||||||||||
| 関連名称 | Kobayashi, H., Nakashima, H., Nakanishi, I. (2023). Performance Improvement of Person Verification Using Evoked EEG by Imperceptible Vibratory Stimulation. In: Saeed, K., Dvorský, J., Nishiuchi, N., Fukumoto, M. (eds) Computer Information Systems and Industrial Management. CISIM 2023. Lecture Notes in Computer Science, vol 14164. Springer, Cham. https://doi.org/10.1007/978-3-031-42823-4_2 | |||||||||||||||
| 他の資源との関係 | ||||||||||||||||
| 識別子タイプ | DOI | |||||||||||||||
| 関連識別子 | https://doi.org/10.1007/978-3-031-42823-4_2 | |||||||||||||||
| 著者版フラグ | ||||||||||||||||
| 出版タイプ | AM | |||||||||||||||
