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Development of dynamic human activity analysis by estimation of people attributes on person flow big data collected by mobile phone GPS data

Research Project

Project/Area Number 15K12453
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Geography
Research InstitutionThe University of Tokyo

Principal Investigator

Akiyama Yuki  東京大学, 空間情報科学研究センター, 助教 (60600054)

Research Collaborator OGAWA Yoshiki  東京大学, 生産技術研究所, 特任研究員
FUJIWARA Naoya  東京大学, 空間情報科学研究センター, 助教
FUJISHIMA Syota  東京大学, 空間情報科学研究センター, 講師
UEYAMA Satoshi  東京大学, 空間情報科学研究センター, 特任研究員
KANASUGI Hiroshi  東京大学, 空間情報科学研究センター, 特任研究員
SAKURAMACHI Ritsu  東京大学, 大学院・新領域創成科学研究科・社会文化環境学専攻
YAMAMOTO Yohei  東京大学, 大学院・新領域創成科学研究科・社会文化環境学専攻
SHINOHARA Gota  東京大学, 大学院・新領域創成科学研究科・社会文化環境学専攻
SHIBASAKI Ryosuke  東京大学, 空間情報科学研究センター, 教授
ADACHI Ryutaro  株式会社ゼンリンデータコム, WebGis事業部
KANEDA Hodaka  株式会社ゼンリンデータコム, WebGis事業部
SONG Jihoon  Harvard University, Graduate School of Design, Master of Architecture in Urban Design
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Keywordsビッグデータ / GPS / 携帯電話 / 人口統計 / ジオデモグラフィックス / 時空間分析 / クラスタリング / 人の流れ / ジオデモグラフィックスデータ / 人口地理学 / 空間情報 / 人の動き / 行動履歴 / 統計 / 人間活動統計 / 人流 / 按分
Outline of Final Research Achievements

This study first examined and developed the basic processing method, in other words extraction of stay points, homes and work places of each user, of the large amount of people flow big data (mass GPS data) obtained by mobile phone GPS data. Second, we developed the method to estimate the qualitative attributes (lifestyles) of each user by combining various existing statistical and spatial data. Third, we applied this method to nationwide mass GPS data and estimated the qualitative attributes of all users. Finally, by aggregating the attributes of all users spatio-temporally, we proposed the design of the Human Activity Statistics which is a new dynamic demographics that can track the spatio-temporal changing of population distribution and people's attributes from moment to moment, and realized the development of its trial version.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (22 results)

All 2018 2017 2016 2015 Other

All Int'l Joint Research (2 results) Journal Article (7 results) (of which Peer Reviewed: 6 results,  Open Access: 4 results,  Acknowledgement Compliant: 2 results) Presentation (12 results) (of which Int'l Joint Research: 5 results,  Invited: 5 results) Remarks (1 results)

  • [Int'l Joint Research] ハーバード大学(米国)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] 韓国国土研究院(韓国)

    • Related Report
      2016 Research-status Report
  • [Journal Article] Monitoring of the Spatial Distribution of Commercial Accumulations throughout Japan Using Micro Geodata2018

    • Author(s)
      秋山祐樹
    • Journal Title

      E-journal GEO

      Volume: 13 Issue: 1 Pages: 109-126

    • DOI

      10.4157/ejgeo.13.109

    • NAID

      130006701629

    • ISSN
      1880-8107
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Estimation of Human Damage from the Nankai Trough Earthquake Tsunami Based on Various Scenarios Using Geo Big Data: Case Study in Kochi City2018

    • Author(s)
      小川芳樹,秋山祐樹,金杉洋,柴崎亮介
    • Journal Title

      E-journal GEO

      Volume: 13 Issue: 1 Pages: 140-155

    • DOI

      10.4157/ejgeo.13.140

    • NAID

      130006701631

    • ISSN
      1880-8107
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Estimation of Inter-regional Money Flow Process Using Inter-firm Transaction Big Data and People Flow Big Data2017

    • Author(s)
      Yamamoto, Y., Akiyama, Y. and Shibasaki, R.
    • Journal Title

      CUPUM2017 Conference Proceedings

      Volume: -

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] GISを活用した時空間ビッグデータ分析-マイクロジオデータで見る我が国の現在と将来-2017

    • Author(s)
      秋山祐樹
    • Journal Title

      不動産研究

      Volume: 59(1) Pages: 18-28

    • Related Report
      2017 Annual Research Report 2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] 事業所情報を含む大規模企業間取引データと大規模人流データを用いた地域間資本流動の推定2017

    • Author(s)
      山本洋平・秋山祐樹・篠原豪太・柴崎亮介
    • Journal Title

      第26回地理情報システム学会講演論文集

      Volume: -

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Event Detection Using Mobile Phone Mass GPS Data and Their Reliability Verification by MDSP/OLS Night light Image”, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences2016

    • Author(s)
      Akiyama, Y., Ueyama, S., Shibasaki, R. and Adachi, R.
    • Journal Title

      ISPRS Annals

      Volume: III-2 Pages: 77-84

    • DOI

      10.5194/isprs-annals-iii-2-77-2016

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Event Detection Using Mobile Phone Mass GPS Data and Their Reliavility Verification by DMSP/OLS Night Light Image2016

    • Author(s)
      Y, Akiyama, S. Ueyama, R. Shibasaki, R. Adachi
    • Journal Title

      ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences

      Volume: 未定

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] Estimation of Inter-regional Money Flow Process Using Inter-firm Transaction Big Data and People Flow Big Data2017

    • Author(s)
      Yamamoto, Y.
    • Organizer
      CUPUM2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 事業所情報を含む大規模企業間取引データと大規模人流データを用いた地域間資本流動の推定2017

    • Author(s)
      山本洋平
    • Organizer
      第26回地理情報システム学会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 震災ビッグデータの開発と応用~シナリオ爆発時代における最新の展開~2017

    • Author(s)
      秋山祐樹
    • Organizer
      統計数理研究所研究集会「公的大規模データの利用におけるプライバシー保護の理論と応用」
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] ビッグデータの現状と将来2017

    • Author(s)
      秋山祐樹
    • Organizer
      第84回形の科学シンポジウム「ビッグデータとかたち」
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] マイクロジオデータを活用したミクロな地震被害リスク評価2017

    • Author(s)
      秋山祐樹
    • Organizer
      筑波大学第162回リスク工学研究会(RERM)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 社会における地理空間情報の利活用 ビッグデータ時代における地理学の役割とは?2017

    • Author(s)
      秋山祐樹
    • Organizer
      筑波大学人文地理学分野人文地理学談話会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 震災ビッグデータの開発と将来展望~様々なマイクロジオデータ解析による大規模地震被害推定の精緻化と応用~2017

    • Author(s)
      秋山祐樹・小川芳樹・佐藤大誓
    • Organizer
      地理情報システム学会 若手分科会シンポジウム「災害に対してGISが果たせる役割」
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Bringing More People to Parks: Open Space Environment and Visitation Patterns in Tokyo2016

    • Author(s)
      Song, J., Akiyama, Y., Shibasaki, R. and Adachi, R.
    • Organizer
      ACSP 56th Annual Conference
    • Place of Presentation
      ポートランド(アメリカ合衆国)
    • Year and Date
      2016-11-03
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Event Detection Using Mobile Phone Mass GPS Data and Their Reliavility Verification by DMSP/OLS Night Light Image2016

    • Author(s)
      Y, Akiyama
    • Organizer
      ISPRS 2016 - XXIII ISPRS Congress
    • Place of Presentation
      Prague, Czech Republic
    • Year and Date
      2016-07-12
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 人の流れを考慮した都市圏の定義手法に関する研究2015

    • Author(s)
      桜町律
    • Organizer
      地理情報システム学会 第24回学術研究発表大会
    • Place of Presentation
      慶應義塾大学(東京都港区)
    • Year and Date
      2015-10-10
    • Related Report
      2015 Research-status Report
  • [Presentation] Integrated Visual Exploration Tool for Fusion of Mass Movement Data and Static Data2015

    • Author(s)
      S, Ueyama
    • Organizer
      CUPUM2015
    • Place of Presentation
      Cambridge, USA
    • Year and Date
      2015-07-07
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Transition Analysis of Regional Characteristics Using Building Geo Big Data and National Census Data Throughout Japan2015

    • Author(s)
      Y, Akiyama
    • Organizer
      CUPUM2015
    • Place of Presentation
      Cambridge, USA
    • Year and Date
      2015-07-07
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Remarks] 秋山祐樹ホームページ ~Achievements~

    • URL

      http://akiyama-lab.jp/yuki/achievements.html

    • Related Report
      2016 Research-status Report

URL: 

Published: 2015-04-16   Modified: 2022-02-16  

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