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Understanding human proximity patterns by big data analysis and its application to proximity-based services

Research Project

Project/Area Number 15K21473
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Information network
Multimedia database
Research InstitutionFukui University of Technology

Principal Investigator

Fujihara Akihiro  福井工業大学, 環境情報学部, 准教授 (70448687)

Research Collaborator MIWA HIROYOSHI  関西学院大学, 理工学部, 教授 (40351738)
FUJIWARA NAOYA  東京大学, 産業技術研究所, 特任講師 (00637449)
Project Period (FY) 2015-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2016: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2015: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords近接遭遇特性 / ビッグデータ解析 / 遅延耐性ネットワーク / モノのインターネット / モバイルネットワーク / ビッグデータ分析・活用 / 近接情報サービス
Outline of Final Research Achievements

Statistical properties of human proximity patterns have been analyzed using big data of human mobility patterns. Through visualizing these patterns in Japanese metropolitan areas, their spatial patterns have been investigated. Numerical
simulations of epidemic routing, which is a routing method in delay tolerant networking have also been performed. In general, the temporal change of information spreading size obeys a logistic curve. By changing the communication
distance, the inflection point of the curve is focused. As a result, a universal relation between the number of mobile nodes and the communication distance is found. Furthermore, methods for creating people flow data have been compared through the impacts on the performance of epidemic routing. A possibility of overestimating the performance by illusory and excessive aggregation of representative points is confirmed. These results are considered to be useful for evaluating proximity-based services.

Report

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

    (25 results)

All 2017 2016 2015 Other

All Journal Article (8 results) (of which Int'l Joint Research: 1 results,  Acknowledgement Compliant: 7 results,  Peer Reviewed: 4 results) Presentation (11 results) (of which Int'l Joint Research: 4 results,  Invited: 2 results) Remarks (6 results)

  • [Journal Article] 人の流れデータ生成法が感染型情報伝播に与える影響2017

    • Author(s)
      酒井勇輔,藤原明広
    • Journal Title

      IEICE Technical Report

      Volume: 116 Pages: 419-424

    • Related Report
      2016 Annual Research Report
    • Acknowledgement Compliant
  • [Journal Article] 色付きネットワークモチーフを用いた空間パターン分析2017

    • Author(s)
      ジナッタポーン カムスリ,藤原明広
    • Journal Title

      IEICE Technical Report

      Volume: 116 Pages: 281-286

    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Estimating Proper Communication Distance for Epidemic Routing in Japanese Urban Areas Using SNS-Based People Flow Data2016

    • Author(s)
      Akihiro Fujihara
    • Journal Title

      Proc. INCoS2016

      Volume: - Pages: 1-8

    • DOI

      10.1109/incos.2016.22

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 擬似人流データを利用した感染型ルーチングにおける適正な通信距離の推定2016

    • Author(s)
      藤原明広
    • Journal Title

      IEICE Technical Report

      Volume: 115 Pages: 95-100

    • Related Report
      2016 Annual Research Report
    • Acknowledgement Compliant
  • [Journal Article] 擬似人流データを利用した感染型ルーチングにおける適正な通信距離の推定2016

    • Author(s)
      藤原明広
    • Journal Title

      信学技報

      Volume: 115 Pages: 95-100

    • Related Report
      2015 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] Analyzing scale-free property on human serendipitous encounters using mobile phone data2015

    • Author(s)
      Akihiro Fujihara
    • Journal Title

      Proceedings of the 13th International Conference on Advances in Mobile Computing and Multimedia

      Volume: MoMM 2015 Pages: 122-125

    • DOI

      10.1145/2837126.2837180

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] モビリティデータを用いた集積エリアに関する研究2015

    • Author(s)
      野際大介,藤原明広
    • Journal Title

      福井工業大学研究紀要

      Volume: 45 Pages: 248-256

    • NAID

      120005642484

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Proposing an extended iBeacon system for indoor route guidance2015

    • Author(s)
      Akihiro Fujihara, Takuma Yanagizawa
    • Journal Title

      2015 International Conference on Intelligent Networking and Collaborative Systems

      Volume: INCoS2014 Pages: 31-37

    • DOI

      10.1109/incos.2015.72

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 人の近接遭遇特性とその情報通信技術への応用2017

    • Author(s)
      藤原明広
    • Organizer
      2017年電子情報通信学会総合大会
    • Place of Presentation
      名城大学
    • Year and Date
      2017-03-23
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 人の移動データの作成と可視化: 感染型情報伝搬への影響2017

    • Author(s)
      酒井勇輔,藤原明広
    • Organizer
      2017年電子情報通信学会総合大会
    • Place of Presentation
      名城大学
    • Year and Date
      2017-03-23
    • Related Report
      2016 Annual Research Report
  • [Presentation] 色付きネットワークモチーフを用いた空間パターン分析2017

    • Author(s)
      ジナッタポーン カムスリ,藤原明広
    • Organizer
      電子情報通信学会 情報ネットワーク研究会
    • Place of Presentation
      沖縄残波岬ロイヤルホテル
    • Year and Date
      2017-03-03
    • Related Report
      2016 Annual Research Report
  • [Presentation] 人の流れデータ生成法が感染型情報伝播に与える影響2017

    • Author(s)
      酒井勇輔,藤原明広
    • Organizer
      電子情報通信学会 情報ネットワーク研究会
    • Place of Presentation
      沖縄残波岬ロイヤルホテル
    • Year and Date
      2017-03-03
    • Related Report
      2016 Annual Research Report
  • [Presentation] 感染型ルーチングにおける適正な通信距離とスケーリング関係式2016

    • Author(s)
      藤原明広
    • Organizer
      CSIS DAYS 2016
    • Place of Presentation
      東京大学
    • Year and Date
      2016-11-18
    • Related Report
      2016 Annual Research Report
  • [Presentation] Estimating Proper Communication Distance for Epidemic Routing in Japanese Urban Areas Using SNS-Based People Flow Data2016

    • Author(s)
      Akihiro Fujihara
    • Organizer
      2016 International Conference on Intelligent Networking and Collaborative Systems (INCoS)
    • Place of Presentation
      Technical University of Ostrawva
    • Year and Date
      2016-09-07
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Finding hidden location patterns of two competitive supermarkets in Thailand2016

    • Author(s)
      Jinattaporn Khumsri, Akihiro Fujihara
    • Organizer
      Asia-Pasific Econophysics Conference 2016
    • Place of Presentation
      東京大学
    • Year and Date
      2016-08-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 擬似人流データを利用した感染型ルーチングにおける適正な通信距離の推定2016

    • Author(s)
      藤原明広
    • Organizer
      電子情報通信学会情報ネットワーク研究会
    • Place of Presentation
      宮崎シーガイア
    • Year and Date
      2016-03-04
    • Related Report
      2015 Research-status Report
  • [Presentation] 人の移動・遭遇に関するパターン分析と近接情報サービスへの応用2016

    • Author(s)
      藤原明広
    • Organizer
      日本OR学会「数理的発想とその実践」研究部会
    • Place of Presentation
      しきぶ温泉 湯楽里
    • Year and Date
      2016-02-08
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] Proposing an extended iBeacon system for indoor route guidance2015

    • Author(s)
      Akihiro Fujihara, Takuma Yanagizawa
    • Organizer
      2015 International Conference on Intelligent Networking and Collaborative Systems
    • Place of Presentation
      Tamkang University, Taipei
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Exploring relationships between human mobility motifs and rainfall for development2015

    • Author(s)
      Akihiro Fujihara, Daisuke Nogiwa, Toshihiro Kasai, Shota Maegawa
    • Organizer
      The main conference on the scientific analysis of mobile phone datasets
    • Place of Presentation
      MIT Media Lab., Boston
    • Year and Date
      2015-04-09
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Remarks] FukuiMobilityVisualization

    • URL

      https://sites.google.com/site/akihirofujihara/fukuimobilityvisualization

    • Related Report
      2016 Annual Research Report
  • [Remarks] 福井の人の移動パターン / 人の流れデータの可視化

    • URL

      https://www.youtube.com/watch?v=zv4g_b_Wk8c

    • Related Report
      2016 Annual Research Report
  • [Remarks] 感染型情報伝搬シミュレーション(通信距離:5m,福井)

    • URL

      https://www.youtube.com/watch?v=-jsgCmRf250

    • Related Report
      2016 Annual Research Report
  • [Remarks] 人の移動による遭遇と近接情報サービス

    • URL

      http://www.fukui-ut.ac.jp/laboratories/management/entry-934.html

    • Related Report
      2015 Research-status Report
  • [Remarks] Akihiro Fujihara's webpage

    • URL

      https://sites.google.com/site/akihirofujihara/

    • Related Report
      2015 Research-status Report
  • [Remarks] 近接情報サービスによる広告・宣伝の効果に関する研究

    • URL

      https://joras.csis.u-tokyo.ac.jp/project/show/id/641

    • Related Report
      2015 Research-status Report

URL: 

Published: 2015-04-16   Modified: 2018-03-22  

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