| Presentation | 2023-10-28 Research on Screening for Dementia by Analyzing Eye Gaze Data Yuji Maegawa, Yutaka Kawaguchi, Mamoru Hiroe, Maki Uchimura, Minoru Nakayama, Zheng Yujia, Yuma Sonoda, Hisatomo Kowa, Takashi Nagamatsu, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Current screening tests for dementia are time-consuming and have other problems, and the development of simpler tests is expected. Recently, the relationship between eye movements and dementia has attracted attention, and in this study, gaze measurement was performed using some tasks that were considered effective based on previous research. We calculated delay time and other features from the obtained gaze data, and performed machine learning analysis by regression and classification using AutoGluon. The results showed that the accuracy of the anti-saccade task was relatively good. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Dementia / Eye Tracking / Machine Learning / Screening |
| Paper # | MBE2023-24 |
| Date of Issue | 2023-10-20 (MBE) |
| Conference Information | |
| Committee | NC / MBE |
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| Conference Date | 2023/10/27(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tohoku Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | NC, ME |
| Chair | Hirokazu Tanaka(Tokyo City Univ.) / Hisashi Yoshida(Kinki Univ.) |
| Vice Chair | Jun Izawa(Univ. of Tsukub) / Akinori Ueno(Tokyo Denki Univ.) |
| Secretary | Jun Izawa(NTT) / Akinori Ueno(NAIST) |
| Assistant | Yoshimasa Tawatsuji(Waseda Univ.) / Takato Horii(Osaka Univ.) / Akihiko Tsukahara(Tokyo Denki Univ.) / Miki Kaneko(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on ME and Bio Cybernetics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Research on Screening for Dementia by Analyzing Eye Gaze Data |
| Sub Title (in English) | |
| Keyword(1) | Dementia |
| Keyword(2) | Eye Tracking |
| Keyword(3) | Machine Learning |
| Keyword(4) | Screening |
| 1st Author's Name | Yuji Maegawa |
| 1st Author's Affiliation | Kobe University(Kobe Univ.) |
| 2nd Author's Name | Yutaka Kawaguchi |
| 2nd Author's Affiliation | Kobe University(Kobe Univ.) |
| 3rd Author's Name | Mamoru Hiroe |
| 3rd Author's Affiliation | Osaka Seikei University/Kobe University(Osaka Seikei Univ./Kobe Univ.) |
| 4th Author's Name | Maki Uchimura |
| 4th Author's Affiliation | Kobe University(Kobe Univ.) |
| 5th Author's Name | Minoru Nakayama |
| 5th Author's Affiliation | Tokyo Institute of Technology(Tokyo Tech) |
| 6th Author's Name | Zheng Yujia |
| 6th Author's Affiliation | Kobe University(Kobe Univ.) |
| 7th Author's Name | Yuma Sonoda |
| 7th Author's Affiliation | Kobe University(Kobe Univ.) |
| 8th Author's Name | Hisatomo Kowa |
| 8th Author's Affiliation | Kobe University(Kobe Univ.) |
| 9th Author's Name | Takashi Nagamatsu |
| 9th Author's Affiliation | Kobe University(Kobe Univ.) |
| Date | 2023-10-28 |
| Paper # | MBE2023-24 |
| Volume (vol) | vol.123 |
| Number (no) | MBE-232 |
| Page | pp.pp.9-14(MBE), |
| #Pages | 6 |
| Date of Issue | 2023-10-20 (MBE) |