OTSUKA Yoshitaka 大塚芳嵩

Researcher Number	70784867
Other IDs
Affiliation (Current)	2025: 大阪公立大学, 大学院農学研究科 , 准教授
Affiliation (based on the past Project Information) *help	2022 – 2025: 大阪公立大学, 大学院農学研究科, 助教 2020 – 2021: 大阪府立大学, 生命環境科学研究科, 助教 2019: 国立研究開発法人産業技術総合研究所, 情報・人間工学領域, 産総研特別研究員
Review Section/Research Field	Principal Investigator Basic Section 23030:Architectural planning and city planning-related Except Principal Investigator Basic Section 39070:Landscape science-related / Basic Section 23030:Architectural planning and city planning-related
Keywords	Principal Investigator 確率的因果関係 / 疫学研究 / パネルデータ分析 / 人工知能 / 健康増進 / 都市緑地 / ビッグデータ / 仮説生成型研究 / データ・ドリブン・アプローチ / 確率モデリング … More / 行動変容 / ゼロ次予防 / 近隣環境 / 緑地環境 … More Except Principal Investigator 働き方改革 / オフィス緑化 / ワークプレイスデザイン / 植物セラピー / ワーケーション / 社会資本 / 予測モデル / 社会環境 / 自然環境 / 建造環境 / 社会関係資本 / 健康 Less

時系列確率モデリングと一体化した社会実験による都市緑地の新設に関する効果検証Principal Investigator
- Principal Investigator
  
  大塚芳嵩
- Project Period (FY)
  2025 – 2027
- Research Category
  
  Grant-in-Aid for Scientific Research (C)
- Review Section
  
  Basic Section 23030:Architectural planning and city planning-related
- Research Institution
  Osaka Metropolitan University
Epidemiological elucidation of the process of health-promoting effects of urban green spaces using artificial intelligencePrincipal Investigator
- Principal Investigator
  
  大塚芳嵩
- Project Period (FY)
  2022 – 2024
- Research Category
  
  Grant-in-Aid for Early-Career Scientists
- Review Section
  
  Basic Section 23030:Architectural planning and city planning-related
- Research Institution
  Osaka Metropolitan University
ポストコロナ時代における植物セラピーを活用した段階的ワーケーションの提案と検証
- Principal Investigator
  
  岩崎寛
- Project Period (FY)
  2021 – 2024
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Review Section
  
  Basic Section 39070:Landscape science-related
- Research Institution
  Chiba University
Development of a prediction model for social capital in a community by built environment.
- Principal Investigator
  
  Hanazato Masamichi
- Project Period (FY)
  2019 – 2021
- Research Category
  
  Grant-in-Aid for Scientific Research (C)
- Review Section
  
  Basic Section 23030:Architectural planning and city planning-related
- Research Institution
  Chiba University

All 2023 2022 2019

All Journal Article Presentation

[Journal Article] Investigation of factors that induce activities in green spaces of neighborhoods from the perspective of the behavioral change stage model using machine learning2023
- Author(s)
  Otsuka Yoshitaka、Imanishi Junichi、Nasu Mamoru、Shimahara Seiji、Iwasakai Yutaka
- Journal Title
  
  Landscape and Ecological Engineering
  
  Volume: Special Feature Issue: 3 Pages: 1-19
- DOI
  10.1007/s11355-023-00583-5
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22K14393
[Journal Article] Probabilistic inference on the factors promoting park use by machine learning using panel data from 2014 to 2020 in Tokyo, Japan2023
- Author(s)
  Otsuka Yoshitaka、Imanishi Junichi、Nasu Mamoru、Iwasaki Yutaka
- Journal Title
  
  Cities
  
  Volume: 141 Pages: 104509-104509
- DOI
  10.1016/j.cities.2023.104509
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22K14393
[Journal Article] JAGES10-13 cohort 0 Probabilistic inference on the health status of older people focusing on the conditional probability of the built environment and social capital-a prospective cohort study using the data of JAGES10- 13 cohort on the primordial prevention of community development2022
- Author(s)
  大塚芳嵩、花里真道、近藤克則
- Journal Title
  
  Environmental Information Science
  
  Volume: 51 Issue: 2 Pages: 98-107
- DOI
  10.11492/eis.51.2_98
- ISSN
  0389-6633, 2188-5796, 2435-4295
- Year and Date
  2022-07-21
- Language
  Japanese
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22K14393
[Journal Article] 建造環境および社会関係資本の組み合わせ条件に着目した高齢者の健康状態に関する確率推論～JAGES10-13 cohortを用いたまちづくりによる0次予防の効果推定～2022
- Author(s)
  大塚芳嵩，花里真道，近藤克則
- Journal Title
  
  環境情報科学
  
  Volume: 51（2）
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-19K04785
[Presentation] Application of big-data analysis and machine learning in epidemiological research to promote primordial prevention effects of green infrastructure ~Third report~2023
- Author(s)
  〇Yoshitaka Otsuka, Junichi Imanishi, Mamoru Nasu, Yutaka Iwasaki
- Organizer
  The 18th International Landscape Architectural Symposium of Japan, China and Korea
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-22K14393
[Presentation] 説明可能AIによるデータドリブンな仮説生成を導入した新たな疫学研究の可能性2022
- Author(s)
  大塚芳嵩・今西純一・那須守・岩崎寛
- Organizer
  日本HPHネットワーク
- Data Source
  KAKENHI-PROJECT-22K14393
[Presentation] 工知能の帰納的推論を組み込んだ新たな混合研究法の提案2022
- Author(s)
  大塚芳嵩・今西純一・那須守・岩崎寛
- Organizer
  日本混合研究法学会
- Data Source
  KAKENHI-PROJECT-22K14393
[Presentation] Application of big-data analysis and machine learning in epidemiological research to promote primordial prevention effects of green infrastructure ~ Second report~2022
- Author(s)
  Yoshitaka Otsuka, Junichi Imanishi, Mamoru Nasu, Yutaka Iwasaki
- Organizer
  International Consortium of Landscape and Ecological Engineering
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-22K14393
[Presentation] 機械学習を応用した緑地環境によるゼロ次予防推進のための疫学研究プロジェクト【第2報】2022
- Author(s)
  大塚芳嵩・今西純一・那須守・岩崎寛
- Organizer
  日本緑化工学会・日本景観生態学会・応用生態工学会 3学会合同大会『ELR2022 つくば』
- Data Source
  KAKENHI-PROJECT-22K14393
[Presentation] 地域環境に着目した高齢者の社会関係資本に関するモデル構築と確率推論2019
- Author(s)
  大塚芳嵩・花里真道・本村陽一・近藤克則
- Organizer
  日本緑化工学会
- Data Source
  KAKENHI-PROJECT-19K04785
[Presentation] 地域環境に着目した高齢者の社会関係資本に関するモデル構築と確率推論2019
- Author(s)
  大塚芳嵩・花里真道・本村陽一・近藤克則
- Organizer
  日本ＨＰＨカンファレンス
- Data Source
  KAKENHI-PROJECT-19K04785

1. Hanazato Masamichi (00608656)

# of Collaborated Projects: 2 results

# of Collaborated Products: 3 results
2. 鈴木規道 (90724849)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
3. 岩崎寛 (70316040)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
4. 笹原信一朗 (10375496)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
5. 三谷徹 (20285240)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
6. 田島翔太 (20765234)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results

OTSUKA Yoshitaka 大塚 芳嵩

Research Projects

Research Products

Co-Researchers

時系列確率モデリングと一体化した社会実験による都市緑地の新設に関する効果検証Principal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

Epidemiological elucidation of the process of health-promoting effects of urban green spaces using artificial intelligencePrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

ポストコロナ時代における植物セラピーを活用した段階的ワーケーションの提案と検証

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

Development of a prediction model for social capital in a community by built environment.

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

[Journal Article] Investigation of factors that induce activities in green spaces of neighborhoods from the perspective of the behavioral change stage model using machine learning2023

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Probabilistic inference on the factors promoting park use by machine learning using panel data from 2014 to 2020 in Tokyo, Japan2023

Author(s)

Journal Title

DOI

Data Source

Author(s)

Journal Title

DOI

ISSN

Year and Date

Language

Data Source

[Journal Article] 建造環境および社会関係資本の組み合わせ条件に着目した高齢者の健康状態に関する確率推論～JAGES10-13 cohortを用いたまちづくりによる0次予防の効果推定～2022

Author(s)

Journal Title

Data Source

[Presentation] Application of big-data analysis and machine learning in epidemiological research to promote primordial prevention effects of green infrastructure ~Third report~2023

Author(s)

Organizer

Data Source

[Presentation] 説明可能AIによるデータドリブンな仮説生成を導入した新たな疫学研究の可能性2022

Author(s)

Organizer

Data Source

[Presentation] 工知能の帰納的推論を組み込んだ新たな混合研究法の提案2022

Author(s)

Organizer

Data Source

[Presentation] Application of big-data analysis and machine learning in epidemiological research to promote primordial prevention effects of green infrastructure ~ Second report~2022

Author(s)

Organizer

Data Source

[Presentation] 機械学習を応用した緑地環境によるゼロ次予防推進のための疫学研究プロジェクト【第2報】2022

Author(s)

Organizer

Data Source

[Presentation] 地域環境に着目した高齢者の社会関係資本に関するモデル構築と確率推論2019

Author(s)

Organizer

Data Source

[Presentation] 地域環境に着目した高齢者の社会関係資本に関するモデル構築と確率推論2019

Author(s)

Organizer

Data Source

OTSUKA Yoshitaka 大塚芳嵩