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Unveil The Hidden Structure --- Estimation of the Network Structure by Machine Learning and Open Data

Research Project

Project/Area Number 15K00433
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Web informatics, Service informatics
Research Institution防衛大学校(総合教育学群、人文社会科学群、応用科学群、電気情報学群及びシステム工学群)

Principal Investigator

Sato Hiroshi  防衛大学校(総合教育学群、人文社会科学群、応用科学群、電気情報学群及びシステム工学群), 電気情報学群, 准教授 (30295737)

Co-Investigator(Kenkyū-buntansha) 岩永 佐織  海上保安大学校(国際海洋政策研究センター), 国際海洋政策研究センター, 教授 (00559239)
久保 正男  防衛大学校(総合教育学群、人文社会科学群、応用科学群、電気情報学群及びシステム工学群), 電気情報学群, 准教授 (30292048)
白川 智弘  防衛大学校(総合教育学群、人文社会科学群、応用科学群、電気情報学群及びシステム工学群), 電気情報学群, 助教 (60582905)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
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)
Fiscal Year 2015: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords複雑ネットワーク / ネットワーク分析 / 産業連関表 / 感染モデル / ネットワーク中心性 / 中心性指標
Outline of Final Research Achievements

The aim of this study is to unveil a complex network that contains an unknown structure in it. We select the input-output tables of industries from a nationwide to worldwide as examples of the complex network. First, as a preliminary research, we analyze some centralities derived from eigenvalue of these networks and track the vulnerable sectors in the networks. Then, we estimate the hidden relation in the network --- relation with the external factors. We use modified Leader Rank algorithm, and find the important sectors in terms of the hidden influence from outside of the network. Comparing these results, we can find some important sectors of the network.

Report

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

    (50 results)

All 2018 2017 2016 2015

All Journal Article (12 results) (of which Peer Reviewed: 12 results) Presentation (36 results) (of which Int'l Joint Research: 19 results,  Invited: 1 results) Book (2 results)

  • [Journal Article] Document Analysis of Survey on Employment Trends in Japan2017

    • Author(s)
      Masao Kubo, Hiroshi Sato, Akihiro Yamaguchi, Yuji Aruka
    • Journal Title

      Economic Foundations for Social Complexity Science Theory

      Volume: 1 Pages: 161-177

    • DOI

      10.1007/978-981-10-5705-2_8

    • ISBN
      9789811057045, 9789811057052
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An analysis of play style of advanced mahjong players toward the implementation of strong AI player2016

    • Author(s)
      Sato H., Shirakawa T., Hagihara A. and Maeda K.,
    • Journal Title

      Int. J. Parallel Emergent Distrib. Sys.

      Volume: 31 Issue: 2 Pages: 195-205

    • DOI

      10.1080/17445760.2015.1049267

    • Related Report
      2017 Annual Research Report 2016 Research-status Report 2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Gait analysis and machine learning classification on healthy subjects in normal walking2016

    • Author(s)
      Shirakawa T., Sugiyama N., Sato H., Sakurai K. and Sato E.
    • Journal Title

      Int. J. Parallel Emergent Distrib. Syst.

      Volume: in press Issue: 2 Pages: 185-194

    • DOI

      10.1080/17445760.2015.1044007

    • Related Report
      2017 Annual Research Report 2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Method to Reduce the Amount of Inventoried Stock inThaiSupplyChain2016

    • Author(s)
      Tomohito Okada, Akira Namatame, Hiroshi Sato, Saori Iwanaga
    • Journal Title

      Proceedings in Adaptation, Learning and Optimization

      Volume: 8 Pages: 347-360

    • DOI

      10.1007/978-3-319-49049-6_25

    • ISBN
      9783319490489, 9783319490496
    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] The Effect of Word-of-Mouth in U-Mart Artificial Futures Market2016

    • Author(s)
      Hiroshi Sato, Tomohiro Shirakawa, Daisuke Nakagawa
    • Journal Title

      Proceedings in Adaptation, Learning and Optimization

      Volume: 8 Pages: 389-400

    • DOI

      10.1007/978-3-319-49049-6_28

    • ISBN
      9783319490489, 9783319490496
    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Collective behaviour in cascade model depends on turn of the choice2016

    • Author(s)
      Iwanaga S., Namatame, A.
    • Journal Title

      Int. J. Automation and Logistics

      Volume: 2 Issue: 1/2 Pages: 93-107

    • DOI

      10.1504/ijal.2016.074911

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Contagion of Evacuation Decision Making on Real Map2016

    • Author(s)
      Iwanaga, S., Namatame, A.
    • Journal Title

      Mobile Networks and Applications

      Volume: 21 Issue: 1 Pages: 206-214

    • DOI

      10.1007/s11036-016-0704-x

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Fast collective photographic subject detection without pixels by an assumption about a shot and its elevation angle2016

    • Author(s)
      Tanioka, S., Kubo, M., Sato, H.
    • Journal Title

      J. Robotics, Networking and Artificial Life

      Volume: 2 Pages: 234-237

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] A power law in the exploratory behavior of the Physarum plasmodium2016

    • Author(s)
      Shirakawa T., Sato H. and Nishida M.,
    • Journal Title

      Artif. Life Robotics

      Volume: 21 Issue: 2 Pages: 22-28

    • DOI

      10.1007/s10015-016-0269-6

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Probability of mixing up the nearest neighbor robot under target enclosure by robot swarm2015

    • Author(s)
      Kubo, M., Sato, H., Yamaguchi, A., Kitamura, E., Namatame, A.
    • Journal Title

      J. Robotics, Networks and Artificial Life

      Volume: 2 Pages: 157-161

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Building Safety Road Maps Based on Difference of Judgment of Road Users by their Smartphone2015

    • Author(s)
      Dang, V-C., Kubo, M., Sato, H., Namatame, A.
    • Journal Title

      Int. J. Advanced Computer Science and Applications

      Volume: 6 Pages: 15-23

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] A method of enclosing a target by robot swarm with limited range homogeneous signal emitter2015

    • Author(s)
      Kubo, M. Sato, H.
    • Journal Title

      J. Robotics, Networks and Artificial Life

      Volume: 2 Pages: 64-68

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Presentation] Improvement of Bias and Rising Threshold algorithm based on Local Information Sharing2018

    • Author(s)
      Nhuhai Phung, Masao Kubo, Hiroshi Sato
    • Organizer
      10th International Conference on Agents and Artificial Intelligence
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 学生寮の火災対処をシミュレーションする2018

    • Author(s)
      佐藤祐貴, 岩永佐織
    • Organizer
      第18回MAS(Multi Agent Simulation)コンペティション
    • Related Report
      2017 Annual Research Report
  • [Presentation] 集合行為におけるエージェントの相互作用と誤りの影響について2018

    • Author(s)
      岩永佐織
    • Organizer
      第45回知能システムシンポジウム
    • Related Report
      2017 Annual Research Report
  • [Presentation] Word2Vecによるユーザの嗜好を考慮した検索補助法の提案2017

    • Author(s)
      ダオ・ヴァン・トゥアン、佐藤 浩
    • Organizer
      情報処理学会第79回全国大会
    • Place of Presentation
      名古屋大学
    • Year and Date
      2017-03-16
    • Related Report
      2016 Research-status Report
  • [Presentation] 人間の認知バイアスを用いることによるメール分類器の性能向上2017

    • Author(s)
      谷口英孝、佐藤浩、白川智弘
    • Organizer
      計測自動制御学会第44回知能システムシンポジウム
    • Place of Presentation
      東海大学
    • Year and Date
      2017-03-13
    • Related Report
      2016 Research-status Report
  • [Presentation] NLP-based Approaches for Malware Classification from API Sequences2017

    • Author(s)
      Trung Kien Tran, Hiroshi Sato
    • Organizer
      21th Asia Pacific Symposium on Intelligent and Evolutionary Systrems
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Agent simulation of Functional differentiation2017

    • Author(s)
      Masao Kubo, Saori Iwanaga, Hiroshi Sato
    • Organizer
      21th Asia Pacific Symposium on Intelligent and Evolutionary Systrems
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Improving distributed representation by Pre-processing method2017

    • Author(s)
      Dao Van Tuan, Hiroshi Sato
    • Organizer
      Fourth Asian Conference on Defence Technology
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Emergence metastable swarm behaviors using heterogeneous bias values2017

    • Author(s)
      Nhuhai Phung, Masao Kubo and Hiroshi Sato
    • Organizer
      Fourth Asian Conference on Defence Technology
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] How gestures affect students: A comparative experiment using class presentation conducted by an anthropomorphic agent2017

    • Author(s)
      Tomohiro Shirakawa, Hiroshi Sato, Tomoya Imao
    • Organizer
      14th International Conference of Numerical Analysis and Applied mathematics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Bifurcation in the chemotactic behavior of Physarum plasmodium2017

    • Author(s)
      Tomohiro Shirakawa, Hiroshi Sato, Hiroto Tsubakino
    • Organizer
      14th International Conference of Numerical Analysis and Applied mathematics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Development of iPad Application "Postima" for Quantitative Analysis of the Effects of Manual Therapy2017

    • Author(s)
      Haruhisa Sugiyama, Tomohiro Shirakawa
    • Organizer
      14th International Conference of Numerical Analysis and Applied mathematics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Word2Vecによるユーザの嗜好を考慮した検索補助法の提案2017

    • Author(s)
      ダオ・ヴァン・トゥアン,佐藤 浩
    • Organizer
      情報処理学会第79回全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] ネットワーク指標を用いた進化計算の多様性制御2017

    • Author(s)
      佐藤 浩, 久保正男
    • Organizer
      平成29年度電気学会電子・情報・システム部門大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 多人数ゲームにおける判断基準の発見2017

    • Author(s)
      佐藤 浩
    • Organizer
      電気学会 システム/産業計測制御 合同研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 集合行為における相互補完エージェントの役割について2017

    • Author(s)
      岩永佐織, 久保正男
    • Organizer
      電気学会 システム/産業計測制御 合同研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Wikipediaにおける複数言語空間の相関について検討2017

    • Author(s)
      Dao Van Tuan, 佐藤 浩
    • Organizer
      第4回自然言語処理シンポジウム
    • Related Report
      2017 Annual Research Report
  • [Presentation] リーダーランクによる産業ネットワーク分析2016

    • Author(s)
      佐藤 浩、トラン キェン、久保 正男
    • Organizer
      電気学会合同研究会
    • Place of Presentation
      伊豆高原五景館
    • Year and Date
      2016-12-01
    • Related Report
      2016 Research-status Report
  • [Presentation] 産業連関表と複雑ネットワーク2016

    • Author(s)
      佐藤 浩、トラン・ツン・キェン、久保正男
    • Organizer
      平成28年度電気学会電子・情報・システム部門大会
    • Place of Presentation
      神戸大学
    • Year and Date
      2016-08-31
    • Related Report
      2016 Research-status Report
  • [Presentation] エージェントベースモデリングによる東南アジアのサプライチェーンシミュレーション2016

    • Author(s)
      佐藤 浩、久保正男,岩永佐織
    • Organizer
      平成28年度電気学会電子・情報・システム部門大会
    • Place of Presentation
      神戸大学
    • Year and Date
      2016-08-31
    • Related Report
      2016 Research-status Report
  • [Presentation] Endeavor to adopt GIS data on evacuation decision making model2016

    • Author(s)
      Iwanaga, S., Namatame, A.
    • Organizer
      Int. Conf. Artificial Life and Robotics
    • Place of Presentation
      沖縄県
    • Year and Date
      2016-01-29
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Evaluation of a safety map generated from a collection of difference of Individuals2016

    • Author(s)
      Kubo, M., Chau, V-C., Sato, H., Namatame, A.
    • Organizer
      Int. Conf. Artificial Life and Robotics
    • Place of Presentation
      沖縄県
    • Year and Date
      2016-01-29
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] FPGA Accelerated Video Processing for 3D Self-Localization to Realize Autonomous Control of UAV2016

    • Author(s)
      Nakazawa T., Sato H., Shirakawa T.
    • Organizer
      The 21th International Symposium on Artificial Life and Robotics 2016
    • Place of Presentation
      大分県
    • Year and Date
      2016-01-19
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Adaptive Leader Selection based on Influential Individuals2015

    • Author(s)
      Sato, H., Kubo, M., Namatame, A.
    • Organizer
      9th EAI International Conference on Bio-inspired Information and Communications Technologies
    • Place of Presentation
      米国
    • Year and Date
      2015-12-03
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Analysis on the exploratory behavior of the Physarum plasmodium in an open space2015

    • Author(s)
      Shirakawa T., Sato H. and Ohno R.
    • Organizer
      9th EAI International Conference on Bio-inspired Information and Communications Technologies
    • Place of Presentation
      米国
    • Year and Date
      2015-12-03
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 回答者分類による授業アンケートの活用2015

    • Author(s)
      佐藤浩, 白川智弘
    • Organizer
      計測自動制御学会 システム・情報部門 学術講演会 2015
    • Place of Presentation
      北海道
    • Year and Date
      2015-11-18
    • Related Report
      2015 Research-status Report
  • [Presentation] 産業連関表のネットワーク分析2015

    • Author(s)
      佐藤浩, トラン・キェン, 井手清貴, 生天目章
    • Organizer
      計測自動制御学会 システム・情報部門 学術講演会 2015
    • Place of Presentation
      北海道
    • Year and Date
      2015-11-18
    • Related Report
      2015 Research-status Report
  • [Presentation] 避難行動における愛他行動の影響について2015

    • Author(s)
      岩永佐織
    • Organizer
      計測自動制御学会 システム・情報部門 学術講演会 2015
    • Place of Presentation
      北海道
    • Year and Date
      2015-11-18
    • Related Report
      2015 Research-status Report
  • [Presentation] フラクタル解析に基づく生物の輸送ネットワークの機能評価2015

    • Author(s)
      白川智弘, 佐藤浩
    • Organizer
      計測自動制御学会 システム・情報部門 学術講演会 2015
    • Place of Presentation
      北海道
    • Year and Date
      2015-11-18
    • Related Report
      2015 Research-status Report
  • [Presentation] Formation Control of Multiple Drones by the Combination of Implicit Leadership and Manipulability Index2015

    • Author(s)
      Sato, H. Shirakawa, T., Tabata, W.
    • Organizer
      The First International Symposium on Swarm Behavior and Bio-Inspired Robotics
    • Place of Presentation
      京都府
    • Year and Date
      2015-10-28
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Development of high resolution video processing hardware for autonomous control of unmanned aerial vehicle2015

    • Author(s)
      Nakazawa, T., Shirakawa T., Sato H.
    • Organizer
      The First International Symposium on Swarm Behavior and Bio-Inspired Robotics
    • Place of Presentation
      京都府
    • Year and Date
      2015-10-28
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Analysis on the interaction between healthy walkers: A preliminary study on human swarm behavior during military march2015

    • Author(s)
      Shirakawa T., Sugiyama N., Sato H. and Sato E.
    • Organizer
      The First International Symposium on Swarm Behavior and Bio-Inspired Robotics
    • Place of Presentation
      京都府
    • Year and Date
      2015-10-28
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Mathematical model for conflict of topics on social media and payoff matrix in game theory2015

    • Author(s)
      Ishii, A., Sakaidani, S., Iwanaga, S.
    • Organizer
      Challenges in Data Science: a Complex Systems Perspective
    • Place of Presentation
      イタリア
    • Year and Date
      2015-10-14
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 単細胞生物の知性2015

    • Author(s)
      白川智弘
    • Organizer
      第5回知能工学部会研究会「賢さの先端研究会」,第53回システム工学部会研究会
    • Place of Presentation
      東京都
    • Year and Date
      2015-07-08
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] Dynamic Leader Selection Based on Approximate Manipulability2015

    • Author(s)
      Sato, H., Shirakawa, T., Kubo, M., Namatame, A.
    • Organizer
      2015 IEEE Congress on Evolutionary Computation
    • Place of Presentation
      宮城県
    • Year and Date
      2015-05-25
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Analysis of conflict of topic on the social media by mathematical model2015

    • Author(s)
      Ishii, A., Sakaidani, S., Iwanaga, S.
    • Organizer
      20th Annual Workshop on Economic Heterogeneous Interacting Agents
    • Place of Presentation
      フランス
    • Year and Date
      2015-05-21
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Book] Advances in Physarum Machines: Sensing and Computing with Slime Mould pp. 373-3942015

    • Author(s)
      Tomohiro Shirakawa
    • Total Pages
      839
    • Publisher
      Springer
    • Related Report
      2015 Research-status Report
  • [Book] Atlas of Physarum computing pp. 75-902015

    • Author(s)
      Tomohiro Shirakawa
    • Total Pages
      118
    • Publisher
      World Scientific
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2019-03-29  

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