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Analysis on human interaction by Nonlinear time series analysis toward the prediction of infectious disease

Research Project

Project/Area Number 16K16126
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Soft computing
Research InstitutionTokyo University of Science

Principal Investigator

Shimada Yutaka  東京理科大学, 工学部情報工学科, 助教 (50734414)

Project Period (FY) 2016-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords複雑ネットワーク / グラフ間距離 / 非線形時系列解析 / テンポラルネットワーク / テンポラル・ネットワーク / 応用数学 / 複雑系 / ネットワーク科学
Outline of Final Research Achievements

We proposed a method for analyzing human interaction data by using a nonlinear time series analysis, where we incorporated the graph distance for complex networks into the conventional nonlinear time series analysis. Using this method, we elucidated the underlying properties of these data. We also applied our method to the prediction of infectious disease, and showed its predictability.

Report

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

    (13 results)

All 2018 2017 2016

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Open Access: 3 results,  Acknowledgement Compliant: 2 results) Presentation (10 results) (of which Int'l Joint Research: 2 results)

  • [Journal Article] Reproducing Infra-Slow Oscillations with Dopaminergic Modulation2017

    • Author(s)
      Toshihiro Kobayashi,Yutaka Shimada,Kantaro Fujiwara and Tohru Ikeguchi
    • Journal Title

      Scientific Reports

      Volume: 7 Issue: 1 Pages: 2411-2411

    • DOI

      10.1038/s41598-017-02366-z

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Graph distance for complex networks2016

    • Author(s)
      Yutaka SHIMADA, Yoshito HIRATA, Tohru IKEGUCHI, Kazuyuki AIHARA
    • Journal Title

      Scientific Reports

      Volume: 6 Issue: 1 Pages: 34944-34944

    • DOI

      10.1038/srep34944

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Symmetry of Lyapunov exponents in bifurcation structures of one-dimensional maps,2016

    • Author(s)
      Yutaka SHIMADA, Emiko TAKAGI, Tohru IKEGUCHI
    • Journal Title

      Chaos: An Interdisciplinary Journal of Nonlinear Science

      Volume: 26 Issue: 12 Pages: 123119-123119

    • DOI

      10.1063/1.4972401

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] 高速株式取引データに対する非線形解析2018

    • Author(s)
      山本 紘平,島田 裕,藤原 寛太郎,池口 徹
    • Organizer
      電子情報通信学会 2018年総合大会講演論文集
    • Related Report
      2017 Annual Research Report
  • [Presentation] 複雑ネットワークのためのグラフ間距離2017

    • Author(s)
      島田裕
    • Organizer
      ネットワーク科学セミナー
    • Related Report
      2017 Annual Research Report
  • [Presentation] グラフ間距離を用いたテンポラルネットワーク予測に関する検討2017

    • Author(s)
      島田 裕,池口 徹
    • Organizer
      電子情報通信学会 NOLTAソサイエティ大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] スケールフリー性とクラスタ性が共存するネットワーク上での情報拡散の解析2017

    • Author(s)
      石黒 譲,島田 裕,藤原 寛太郎,池口 徹
    • Organizer
      電子情報通信学会2017年ソサイエティ大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 複雑ネットワーク解析による異言語間の比較調査2017

    • Author(s)
      多々良 真弓美,島田 裕,藤原 寛太郎,池口 徹
    • Organizer
      電子情報通信学会2017年ソサイエティ大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Effect of connectivity weights of inhibitory neurons in neuronal avalanches2017

    • Author(s)
      Mayu Aoki, Hideyuki Kato, Yutaka Shimada, Kantaro Fujiwara
    • Organizer
      International Symposium on Nonlinear Theory and its Applications
    • Related Report
      2017 Annual Research Report
  • [Presentation] Which vertices affect the spread of disease in temporal networks2016

    • Author(s)
      Koshi ABE, Yutaka SHIMADA, Kantaro FUJIWARA, Tohru IKEGUCHI
    • Organizer
      International Symposium on Nonlinear Theory and Its Applications
    • Place of Presentation
      Yugawara, Japan
    • Year and Date
      2016-11-26
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Analysis on Differences of Japanese and English languages by the Complex Network Theory2016

    • Author(s)
      Mayumi TATARA, Yutaka SHIMADA, Kantaro FUJIWARA, Tohru IKEGUCHI
    • Organizer
      International Symposium on Nonlinear Theory and Its Applications
    • Place of Presentation
      Yugawara, Japan
    • Year and Date
      2016-11-26
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] How contact timings affect spread of disease in human interaction networks2016

    • Author(s)
      Koshi ABE, Yutaka SHIMADA, Kantaro FUJIWARA, Tohru IKEGUCHI
    • Organizer
      電子情報通信学会 NOLTAソサイエティ大会
    • Place of Presentation
      東京理科大学
    • Related Report
      2016 Research-status Report
  • [Presentation] 頂点間の最短距離と局所的なクラスタ係数の分布 について2016

    • Author(s)
      多々良 真弓美,島田 裕,藤原 寛太郎,池口 徹
    • Organizer
      電子情報通信学会 NOLTAソサイエティ大会
    • Place of Presentation
      東京理科大学
    • Related Report
      2016 Research-status Report

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Published: 2016-04-21   Modified: 2019-03-29  

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