Presentation | 2022-01-22 Integration Analysis of Heterogeneous Data on Mind Externalization of Elderly People at Home Sinan Chen, Hayato Ozono, Masahide Nakamura, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | As the aging population around the world, analyzing reasons for changes in the health status of elderly people at home has been urgent. In our research group, to realize scientific self-care of elderly people at home, mind externalization that talk about thoughts as much as possible using spoken dialogue agent technology has been developing. In this paper, we aim to elucidate reasons of health changes in the elderly at home, by adding health data collected from wearable health devices and integrating heterogeneous data (i.e., health data and dialogue data). More specifically, an application for extracting the feature of changes in health data (i.e., heart rate, stress, sleep quality, step, and activity level from wearable device) every day is developed. Then, the contexts before and after the period of the site, by integrating health data and dialogue data (i.e., text logs, audio, and images) are estimated. Our key idea is to integrate the results of health status, dialogue logs, and emotional values (recognized from images and audio during the spoken dialogue) into a time series. In this way, assisting elderly people at home by grasping their daily living in detail can be realized. Moreover, realizing accurate self-management is promising. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Elderly at home / Mind externalization / Spoken dialogue / Wearable / Smart healthcare |
Paper # | NLP2021-97,MICT2021-72,MBE2021-58 |
Date of Issue | 2022-01-14 (NLP, MICT, MBE) |
Conference Information | |
Committee | NLP / MICT / MBE / NC |
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Conference Date | 2022/1/21(3days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Online |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Takuji Kosaka(Chukyo Univ.) / Eisuke Hanada(Saga Univ.) / Ryuhei Okuno(Setsunan Univ.) / Rieko Osu(Waseda Univ.) |
Vice Chair | Akio Tsuneda(Kumamoto Univ.) / Hirokazu Tanaka(Hiroshima City Univ.) / Daisuke Anzai(Nagoya Inst. of Tech.) / Junichi Hori(Niigata Univ.) / Hiroshi Yamakawa(Univ of Tokyo) |
Secretary | Akio Tsuneda(Kagawa Univ.) / Hirokazu Tanaka(Sojo Univ.) / Daisuke Anzai(Yokohama National Univ.) / Junichi Hori(KISTEC) / Hiroshi Yamakawa(Osaka Electro-Communication Univ) |
Assistant | Hideyuki Kato(Oita Univ.) / Yuichi Yokoi(Nagasaki Univ.) / Takahiro Ito(Hiroshima City Univ) / Kento Takabayashi(Okayama Pref. Univ.) / Takuya Nishikawa(National Cerebral and Cardiovascular Center Hospital) / Jun Akazawa(Meiji Univ. of Integrative Medicine) / Emi Yuda(Tohoku Univ) / Nobuhiko Wagatsuma(Toho Univ.) / Tomoki Kurikawa(KMU) |
Paper Information | |
Registration To | Technical Committee on Nonlinear Problems / Technical Committee on Healthcare and Medical Information Communication Technology / 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) | Integration Analysis of Heterogeneous Data on Mind Externalization of Elderly People at Home |
Sub Title (in English) | |
Keyword(1) | Elderly at home |
Keyword(2) | Mind externalization |
Keyword(3) | Spoken dialogue |
Keyword(4) | Wearable |
Keyword(5) | Smart healthcare |
1st Author's Name | Sinan Chen |
1st Author's Affiliation | Kobe University(Kobe Univ.) |
2nd Author's Name | Hayato Ozono |
2nd Author's Affiliation | Kobe University(Kobe Univ.) |
3rd Author's Name | Masahide Nakamura |
3rd Author's Affiliation | Kobe University(Kobe Univ.) |
Date | 2022-01-22 |
Paper # | NLP2021-97,MICT2021-72,MBE2021-58 |
Volume (vol) | vol.121 |
Number (no) | NLP-335,MICT-336,MBE-337 |
Page | pp.pp.109-114(NLP), pp.109-114(MICT), pp.109-114(MBE), |
#Pages | 6 |
Date of Issue | 2022-01-14 (NLP, MICT, MBE) |