研究者業績
基本情報
- 所属
- 上智大学 理工学研究科
- ORCID ID
https://orcid.org/0009-0009-6156-070X- J-GLOBAL ID
- 202601011789946550
- researchmap会員ID
- R000109614
経歴
5-
2026年4月 - 現在
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2026年4月 - 現在
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2025年4月 - 現在
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2024年4月 - 2026年3月
学歴
2-
2024年4月 - 現在
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2021年4月 - 2024年3月
受賞
6-
2025年6月
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2025年2月
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2023年6月
論文
4-
JAPANESE JOURNAL OF APPLIED PHYSICS 65(6) 2026年3月31日
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情報処理学会論文誌 67(3) 2026年3月15日This study examines the relationship between cultural activities in daily life and the mental and physical well-being of respondents. We conducted a survey on cultural activities and health among residents of Takayama City, Gifu Prefecture, Japan. The survey includes both structured responses and free-text descriptions covering demographic data, hobbies, artistic activities, and emotional experiences. In particular, we focus on emotionally moving experiences, referred to in Japanese as 感動 (kandõ), which denotes experiences that strongly impress and deeply move one emotionally. Given the combination of numerical and textual data, direct statistical analysis is challenging. To address this, we convert the survey responses into text format and develop a regression model using BERT, a large-scale language model, to estimate mental and physical well-being. Training data are categorized into four groups: demographic data, hobbies, artistic activities, and emotional experiences. Our findings show that the regression model based on emotional experiences provides the most accurate estimations of both mental and physical well-being. SHAP analysis further reveals that experiences related to nature, such as “flowers,” “nature,” “growth,” and “sky,” are strongly associated with well-being, reflecting the significance of culturally and emotionally experiences (感動) in everyday life. ------------------------------ This is a preprint of an article intended for publication Journal of Information Processing(JIP). This preprint should not be cited. This article should be cited as: Journal of Information Processing Vol.34(2026) (online) DOI http://dx.doi.org/10.2197/ipsjjip.34.239 ------------------------------ This study examines the relationship between cultural activities in daily life and the mental and physical well-being of respondents. We conducted a survey on cultural activities and health among residents of Takayama City, Gifu Prefecture, Japan. The survey includes both structured responses and free-text descriptions covering demographic data, hobbies, artistic activities, and emotional experiences. In particular, we focus on emotionally moving experiences, referred to in Japanese as 感動 (kandõ), which denotes experiences that strongly impress and deeply move one emotionally. Given the combination of numerical and textual data, direct statistical analysis is challenging. To address this, we convert the survey responses into text format and develop a regression model using BERT, a large-scale language model, to estimate mental and physical well-being. Training data are categorized into four groups: demographic data, hobbies, artistic activities, and emotional experiences. Our findings show that the regression model based on emotional experiences provides the most accurate estimations of both mental and physical well-being. SHAP analysis further reveals that experiences related to nature, such as “flowers,” “nature,” “growth,” and “sky,” are strongly associated with well-being, reflecting the significance of culturally and emotionally experiences (感動) in everyday life. ------------------------------ This is a preprint of an article intended for publication Journal of Information Processing(JIP). This preprint should not be cited. This article should be cited as: Journal of Information Processing Vol.34(2026) (online) DOI http://dx.doi.org/10.2197/ipsjjip.34.239 ------------------------------
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Journal of Information Processing 34 239-251 2026年This study examines the relationship between cultural activities in daily life and the mental and physical well-being of respondents. We conducted a survey on cultural activities and health among residents of Takayama City, Gifu Prefecture, Japan. The survey includes both structured responses and free-text descriptions covering demographic data, hobbies, artistic activities, and emotional experiences. In particular, we focus on emotionally moving experiences, referred to in Japanese as 感動 (kandõ), which denotes experiences that strongly impress and deeply move one emotionally. Given the combination of numerical and textual data, direct statistical analysis is challenging. To address this, we convert the survey responses into text format and develop a regression model using BERT, a large-scale language model, to estimate mental and physical well-being. Training data are categorized into four groups: demographic data, hobbies, artistic activities, and emotional experiences. Our findings show that the regression model based on emotional experiences provides the most accurate estimations of both mental and physical well-being. SHAP analysis further reveals that experiences related to nature, such as “flowers, ” “nature, ” “growth, ” and “sky, ” are strongly associated with well-being, reflecting the significance of culturally and emotionally experiences (感動) in everyday life.
講演・口頭発表等
26-
2025 International Conference on Solid State Devices and Materials (SSDM2025) 2025年9月16日
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12th IWN2024, Characterization: Optical Properties 2024年11月8日
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12th IWN2024, Optoelectronic Devices: Visible Emitters and Detectors 2024年11月8日
担当経験のある科目(授業)
7-
2025年 - 2025年
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2024年 - 2024年
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2024年 - 2024年
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2024年 - 2024年
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2024年 - 2024年
共同研究・競争的資金等の研究課題
7-
上智大学 2026年4月
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JST 2026年4月
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公益財団法人 昭和池田記念財団 2025年10月
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上智大学 2025年3月
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一般財団法人 丸文財団 2024年8月