研究者業績

杉浦 雛姫

スギウラ ヒナキ  (Hinaki Sugiura)

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

学歴

 2

論文

 4
  • Hinaki Sugiura, Akihiko Kikuchi
    JAPANESE JOURNAL OF APPLIED PHYSICS 65(6) 2026年3月31日  
  • Hinaki,Sugiura, Toshiki,Shioiri, Tatsuya,Ito, Naoki,Kondo, Hiroshi,Habu, Yukiko,Honda, Rui,Fukumoto, Yusuke,Fukazawa
    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 ------------------------------
  • Sugiura Hinaki, Shioiri Toshiki, Ito Tatsuya, Kondo Naoki, Habu Hiroshi, Honda Yukiko, Fukumoto Rui, Fukazawa Yusuke
    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

担当経験のある科目(授業)

 7

共同研究・競争的資金等の研究課題

 7

その他

 3