| Presentation | 2017-05-26 Decoding of EEG data during working memory task Yudai Gamano, Chihiro Asanoi, Katsumi Umeno, Ken-ichi Morishige, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Electroencephalography (EEG) studies of working memory (WM) have demonstrated oscillatory representations and mechanisms, but it is not clear yet what kind of information is stored in memory representations. To answer such question, we measured scalp EEG data while subjects performed a Sternberg WM task. Random seven digit numbers were presented sequentially on a monitor. In each trial, subjects judged whether a probe digit was one of the seven digits in a list. We then employed a multivariate pattern analysis based decoding approach to see if electrical brain activity during working memory retention period contains information about the content of the working memory. We can well predict the working memory content for the digits. Our results suggest that activity in frontal and occipital areas within the theta, alpha and beta contain information about the content of working memory. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | working memory / EEG / machine learning |
| Paper # | MBE2017-3 |
| Date of Issue | 2017-05-19 (MBE) |
| Conference Information | |
| Committee | MBE / NC |
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| Conference Date | 2017/5/26(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Toyama Prefectural Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yutaka Fukuoka(Kogakuin Univ.) / Masafumi Hagiwara(Keio Univ.) |
| Vice Chair | Kazuki Nakajima(Univ. of Toyama) / Yutaka Hirata(Chubu Univ.) |
| Secretary | Kazuki Nakajima(Kogakuin Univ.) / Yutaka Hirata(Toyama Pref. Univ.) |
| Assistant | Ryota Horie(Shibaura Inst. of Tech.) / Kim Juhyon(Univ. of Toyama) / Yoshihisa Shinozawa(Keio Univ.) / Keiichiro Inagaki(Chubu Univ.) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Decoding of EEG data during working memory task |
| Sub Title (in English) | |
| Keyword(1) | working memory |
| Keyword(2) | EEG |
| Keyword(3) | machine learning |
| 1st Author's Name | Yudai Gamano |
| 1st Author's Affiliation | Toyama Prefectual University(Toyama Pref. Univ.) |
| 2nd Author's Name | Chihiro Asanoi |
| 2nd Author's Affiliation | Tokyo Woman's Christian University(Tokyo Woman's Christian Univ.) |
| 3rd Author's Name | Katsumi Umeno |
| 3rd Author's Affiliation | Toyama Prefectual University(Toyama Pref. Univ.) |
| 4th Author's Name | Ken-ichi Morishige |
| 4th Author's Affiliation | Toyama Prefectual University(Toyama Pref. Univ.) |
| Date | 2017-05-26 |
| Paper # | MBE2017-3 |
| Volume (vol) | vol.117 |
| Number (no) | MBE-63 |
| Page | pp.pp.13-18(MBE), |
| #Pages | 6 |
| Date of Issue | 2017-05-19 (MBE) |