A method for simplified HRQOL measurement by smart devices

Chishu Amenomori, Teruhiro Mizumoto, Hirohiko Suwa, Yutaka Arakawa, Keiichi Yasumoto

研究成果: Chapter in Book/Report/Conference proceedingConference contribution

抜粋

Health-related quality of life (HRQOL) is a useful indicator that rates a person’s activities in various physical, mental and social domains. Continuously measuring HRQOL can help detect the early signs of declines in these activities and lead to steps to prevent such declines. However, it is difficult to continuously measure HRQOL by conventional methods, since its measurement requires each user to answer burdensome questionnaires. In this paper, we propose a simplified HRQOL measurement method for a continuous HRQOL measurement which can reduce the burden of questionnaires. In our method, sensor data from smart devices and the questionnaire scores of HRQOL are collected and used to construct a machine-learning model that estimates the score for each HRQOL questionnaire item. Our experiment result showed our method’s potential and found effective features for some questions.

元の言語英語
ホスト出版物のタイトルWireless Mobile Communication and Healthcare - 7th International Conference, MobiHealth 2017, Proceedings
編集者Amir M. Rahmani, Nima TaheriNejad, Paolo Perego
出版者Springer Verlag
ページ91-98
ページ数8
ISBN(印刷物)9783319985503
DOI
出版物ステータス出版済み - 1 1 2018
外部発表Yes
イベント7th International Conference on Wireless Mobile Communication and Healthcare, MobiHealth 2017 - Vienna, オーストリア
継続期間: 11 14 201711 15 2017

出版物シリーズ

名前Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST
247
ISSN(印刷物)1867-8211

会議

会議7th International Conference on Wireless Mobile Communication and Healthcare, MobiHealth 2017
オーストリア
Vienna
期間11/14/1711/15/17

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications

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  • これを引用

    Amenomori, C., Mizumoto, T., Suwa, H., Arakawa, Y., & Yasumoto, K. (2018). A method for simplified HRQOL measurement by smart devices. : A. M. Rahmani, N. TaheriNejad, & P. Perego (版), Wireless Mobile Communication and Healthcare - 7th International Conference, MobiHealth 2017, Proceedings (pp. 91-98). (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST; 巻数 247). Springer Verlag. https://doi.org/10.1007/978-3-319-98551-0_11