| Presentation | 2023-01-27 Comparison of brain activity when viewing presentation videos with different features Takahiro Morita, Liang Zhang, Atsushi Nagate, Maryam Alimardani, Shuichi Nishio, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | EEG was used to sense brain activity when viewing four types of presentation videos with different "topic difficulty" and "explanation skills", and after generating multiple patterns of feature values from the EEG data, the difference between the two types was evaluated. As a result of Wilcoxon test with six evaluation cases, it was confirmed that the feature value that makes it easy to distinguish between the two types differs for each evaluation case. In addition, in the evaluation of the correct answer rate using machine learning, when we generated classifiers for 16 experiment participants, we recorded a maximum correct answer rate of 71% (+21% from the chance level), and we also confirmed the superiority of using multiple feature values generated from theta, alpha, and beta waves at the same time. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | EEG / Presentation / Topic difficulty / Explanation skill / Understanding / Machine learning |
| Paper # | MVE2022-41 |
| Date of Issue | 2023-01-19 (MVE) |
| Conference Information | |
| Committee | MVE / IPSJ-CVIM / VRSJ-SIG-MR |
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| Conference Date | 2023/1/26(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Nara Institute of Science and Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Kiyoshi Kiyokawa(NAIST) |
| Vice Chair | Sumaru Niida(KDDI Research) |
| Secretary | Sumaru Niida(NAIST) / (DNP) / (Univ. of ToKyo) |
| Assistant | Hidehiko Shishido(Univ. of Tsukuba) / Atsushi Nakazawa(Kyoto Univ.) / Naoya Tojo(KDDI Research) / Naoki Hagiyama(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Media Experience and Virtual Environment / Special Interest Group on Computer Vision and Image Media / SIG-MR |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Comparison of brain activity when viewing presentation videos with different features |
| Sub Title (in English) | Evaluation based on topic difficulty and explanation skills |
| Keyword(1) | EEG |
| Keyword(2) | Presentation |
| Keyword(3) | Topic difficulty |
| Keyword(4) | Explanation skill |
| Keyword(5) | Understanding |
| Keyword(6) | Machine learning |
| 1st Author's Name | Takahiro Morita |
| 1st Author's Affiliation | SoftBank Corporation(SoftBank) |
| 2nd Author's Name | Liang Zhang |
| 2nd Author's Affiliation | SoftBank Corporation(SoftBank) |
| 3rd Author's Name | Atsushi Nagate |
| 3rd Author's Affiliation | SoftBank Corporation(SoftBank) |
| 4th Author's Name | Maryam Alimardani |
| 4th Author's Affiliation | Osaka University(Osaka Univ) |
| 5th Author's Name | Shuichi Nishio |
| 5th Author's Affiliation | Osaka University(Osaka Univ) |
| Date | 2023-01-27 |
| Paper # | MVE2022-41 |
| Volume (vol) | vol.122 |
| Number (no) | MVE-367 |
| Page | pp.pp.37-42(MVE), |
| #Pages | 6 |
| Date of Issue | 2023-01-19 (MVE) |