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Distributed Randomized Algorithms for PageRank Computation : An Approach based on Cooperative Control

Research Project

Project/Area Number 21760323
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Control engineering
Research InstitutionTokyo Institute of Technology

Principal Investigator

ISHII Hideaki  Tokyo Institute of Technology, 大学院・総合理工学研究科, 准教授 (50376612)

Project Period (FY) 2009 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2010: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2009: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords制御工学 / 検索エンジン / 分散型計算 / 確率アルゴリズム / 合意問題 / 確率的アルゴリズム / 同意問題
Research Abstract

In this research project, we have focused on the PageRank algorithm for search engines, which is known to be effective in ranking search results and have developed efficient computation methods. From the viewpoint of multi-agent cooperative control, we have designed distributed algorithms based on randomization. Our achievements include more robust and fast algorithms under communication constraints among the agents and also those based on a novel technique of graph aggregation. On the other hand, we obtained useful algorithms for average consensus problems on general directed graphs.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • Products Report
  • Research Products

    (41 results)

All 2012 2011 2010 2009 Other

All Journal Article (11 results) (of which Peer Reviewed: 8 results) Presentation (25 results) Book (2 results) Remarks (3 results)

  • [Journal Article] A web aggregation approach for distributed randomized PageRank algorithms2012

    • Author(s)
      H. Ishii, R. Tempo, and E.-W. Bai
    • Journal Title

      IEEE Transactions on Automatic Control

      Volume: 57 Pages: 2703-2717

    • Related Report
      Products Report
    • Peer Reviewed
  • [Journal Article] PageRank computation via a distributed randomized approach with lossy communication2012

    • Author(s)
      H. Ishii, R. Tempo, and E.-W. Bai
    • Journal Title

      Systems & Control Letters

      Volume: 61 Pages: 1221-1228

    • Related Report
      Products Report
    • Peer Reviewed
  • [Journal Article] Convergence time analysis of quantized gossip consensus on digraphs2012

    • Author(s)
      K. Cai and H. Ishii
    • Journal Title

      Automatica

      Volume: 48 Pages: 2344-2351

    • Related Report
      Products Report
    • Peer Reviewed
  • [Journal Article] Distributed randomized PageRank algorithm over unreliable channels2012

    • Author(s)
      H. Ishii, R. Tempo, and E.-W. Bai
    • Journal Title

      L. Qiu, J. Chen, T. Iwasaki, and H. Fujioka (editors), Developments in Control Theory towards Glocal Control, The Institution of Engineering and Technology, London.

      Pages: 147-156

    • Related Report
      Products Report
  • [Journal Article] Quantized consensus and averaging on gossip digraphs2011

    • Author(s)
      Kai Cai, Hideaki Ishii
    • Journal Title

      IEEE Transactions on Automatic Control (掲載決定)

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Optimal design of cyclic pursuit weights in hierarchical multi-agent systems2011

    • Author(s)
      Tomoyuki Kogure, Hideaki Ishii
    • Journal Title

      International Journal of Control (掲載決定)

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Quantized average consensus on gossip digraphs with reduced computation2011

    • Author(s)
      Kai Cai, Hideaki Ishii
    • Journal Title

      SICE J.Control, Measurement, and System Integration (掲載決定)

    • NAID

      10031140076

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] PageRank計算に対する分散型確率アルゴリズム2011

    • Author(s)
      石井秀明, Roberto Tempo
    • Journal Title

      計測自動制御学会, 計測と制御

      Volume: 50 Pages: 975-980

    • NAID

      10030164861

    • Related Report
      Products Report
  • [Journal Article] Distributed randomized algorithms for the Page-Rank computation2010

    • Author(s)
      Hideaki Ishii, Roberto Tempo
    • Journal Title

      IEEE Transactions on Automatic Control 55

      Pages: 1987-2002

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Distributed randomized algorithms for the PageRank computation2010

    • Author(s)
      H.Ishii, R.Tempo
    • Journal Title

      IEEE Transactions on Automatic Control

      Volume: 55 Pages: 1987-2002

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Distributed PageRank computation with link failures2010

    • Author(s)
      H. Ishii, R. Tempo
    • Journal Title

      J. C. Willems, S. Hara, Y. Ohta, and H. Fujioka (editors), Perspectives in Mathematical System Theory, Control, and Signal Processing, Lecture Notes in Control and Information Sciences, vol. 398, Springer, Berlin.

      Pages: 139-150

    • Related Report
      Products Report
  • [Presentation] Average Consensus on General Digraphs2011

    • Author(s)
      Kai Cai, Hideaki Ishii
    • Organizer
      第11回計測自動制御学会制御部門大会
    • Place of Presentation
      沖縄
    • Year and Date
      2011-03-17
    • Related Report
      2010 Final Research Report
  • [Presentation] Average Consensus on General Digraphs2011

    • Author(s)
      K.Cai
    • Organizer
      第11回 計測自動制御学会 制御部門大会
    • Place of Presentation
      沖縄
    • Year and Date
      2011-03-17
    • Related Report
      2010 Annual Research Report
  • [Presentation] Distributed randomized PageRank algorithms based on web aggregation over unreliable channels2010

    • Author(s)
      Hideaki Ishii, Roberto Tempo, Er-Wei Bai
    • Organizer
      49th IEEE Conference on Decision and Control
    • Place of Presentation
      Atlanta, GA, USA
    • Year and Date
      2010-12-17
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] Convergence time analysis of quantized gossip algorithms on digraphs2010

    • Author(s)
      Kai Cai, Hideaki Ishii
    • Organizer
      49th IEEE Conference on Decision and Control
    • Place of Presentation
      Atlanta, GA, USA
    • Year and Date
      2010-12-17
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] Optimal design of cyclic pursuit weights in hierarchical multi-agent systems2010

    • Author(s)
      Tomoyuki Kogure, Hideaki Ishii
    • Organizer
      49th IEEE Conference on Decision and Control
    • Place of Presentation
      Atlanta, GA, USA
    • Year and Date
      2010-12-17
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] 情報理論的アプローチによるネットワーク化制御系の感度解析2010

    • Author(s)
      岡野訓尚, 石井秀明, 原辰次
    • Organizer
      第2回高信頼性無線制御研究会
    • Place of Presentation
      名古屋
    • Year and Date
      2010-11-01
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] マルチエージェント系の協調制御とPage Rankの分散型計算2010

    • Author(s)
      石井秀明
    • Organizer
      JST/CRDS制御システム分科会・SICE研究会合同ワークショップ
    • Place of Presentation
      東京
    • Year and Date
      2010-10-05
    • Related Report
      2010 Final Research Report
  • [Presentation] マルチエージェント系の協調制御とPageRankの分散型計算2010

    • Author(s)
      石井秀明
    • Organizer
      JST/CRDS制御システム分科会・SICE研究会合同ワークショップ
    • Place of Presentation
      東京
    • Year and Date
      2010-10-05
    • Related Report
      2010 Annual Research Report
  • [Presentation] 不確かな通信を介した集約ウェブに基づく分散型確率PageRankアルゴリズム2010

    • Author(s)
      石井秀明, Roberto Tempo, Er-Wei Bai
    • Organizer
      第39回制御理論シンポジウム
    • Place of Presentation
      大阪
    • Year and Date
      2010-09-28
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] Convergence Time Analysis of Quantized Consensus Algorithms on Gossip Digraphs2010

    • Author(s)
      Kai Cai, Hideaki Ishii
    • Organizer
      第39回制御理論シンポジウム
    • Place of Presentation
      大阪
    • Year and Date
      2010-09-28
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] Further results on randomized quantized averaging: A surplus-based approach2010

    • Author(s)
      Kai Cai, Hideaki Ishii
    • Organizer
      2010 IEEE Int. Symp. Computer-Aided Control System Design
    • Place of Presentation
      Yokohama, Japan
    • Year and Date
      2010-09-09
    • Related Report
      2010 Final Research Report
  • [Presentation] Further results on randomized quantized averaging : A surplus-based approach2010

    • Author(s)
      K.Cai
    • Organizer
      2010 IEEE Int.Symp.Computer-Aided Control System Design
    • Place of Presentation
      Yokohama, Japan
    • Year and Date
      2010-09-09
    • Related Report
      2010 Annual Research Report
  • [Presentation] ネットワーク化制御系:通信制約下で制御する2010

    • Author(s)
      石井秀明
    • Organizer
      第1回高信頼性無線制御研究会
    • Place of Presentation
      東京
    • Year and Date
      2010-07-28
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] Coarseness in quantization for stabilization of linear systems over networks2010

    • Author(s)
      Hideaki Ishii, Koji Tsumura, Tomohisa Hayakawa
    • Organizer
      19th International Symposium on Mathematical Theory of Networks and Systems
    • Place of Presentation
      Budapest, Hungary
    • Year and Date
      2010-07-06
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] Gossip consensus and averaging algorithms with quantization2010

    • Author(s)
      Kai Cai, Hideaki Ishii
    • Organizer
      2010 American Control Conference
    • Place of Presentation
      Baltimore, MD, USA
    • Year and Date
      2010-07-02
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] Distributed PageRank Computation with Link Failures2010

    • Author(s)
      Hideaki Ishii
    • Organizer
      Symposium on Systems, Control, and Signal Processing
    • Place of Presentation
      京都大学
    • Year and Date
      2010-03-31
    • Related Report
      2010 Final Research Report 2009 Annual Research Report
  • [Presentation] Distributed Randomized PageRank Computation Based on Web Aggregation2009

    • Author(s)
      Hideaki Ishii
    • Organizer
      International Workshop on Networked Control Systems
    • Place of Presentation
      Shenzhen, China
    • Year and Date
      2009-12-29
    • Related Report
      2010 Final Research Report 2009 Annual Research Report
  • [Presentation] 分散型確率アルゴリズムに基づくPageRank計算2009

    • Author(s)
      石井秀明, Roberto Tempo
    • Organizer
      計測自動制御学会システム・情報部門学術講演会
    • Place of Presentation
      横浜市
    • Year and Date
      2009-11-24
    • Related Report
      2010 Final Research Report
  • [Presentation] 分散型確率アルゴリズムに基づくPageRank計算2009

    • Author(s)
      石井秀明
    • Organizer
      計測自動制御学会 システム・清報部門学術講演会
    • Place of Presentation
      東京工業大学(横浜市)
    • Year and Date
      2009-11-24
    • Related Report
      2009 Annual Research Report
  • [Presentation] 通信障害を考慮した分散型PageRank計算2009

    • Author(s)
      石井秀明, Roberto Tempo
    • Organizer
      計測自動制御学会第38回制御理論シンポジウム
    • Place of Presentation
      大阪市
    • Year and Date
      2009-09-16
    • Related Report
      2010 Final Research Report
  • [Presentation] Quantized Consensus on Gossip Digraphs2009

    • Author(s)
      Kai Cai, Hideaki Ishii
    • Organizer
      計測自動制御学会第38回制御理論シンポジウム
    • Place of Presentation
      大阪市
    • Year and Date
      2009-09-16
    • Related Report
      2010 Final Research Report
  • [Presentation] 階層型マルチエージェント系における巡回追従重みの最適設計2009

    • Author(s)
      木暮知行, 石井秀明
    • Organizer
      計測自動制御学会第38回制御理論シンポジウム
    • Place of Presentation
      大阪市
    • Year and Date
      2009-09-16
    • Related Report
      2010 Final Research Report
  • [Presentation] 通信障害を伴う分散型PageRank計算2009

    • Author(s)
      石井秀明
    • Organizer
      計測自動制御学会 第38回制御理論シンポジウム
    • Place of Presentation
      大阪市
    • Year and Date
      2009-09-16
    • Related Report
      2009 Annual Research Report
  • [Presentation] Quantized Consensus on Gossip Digraphs2009

    • Author(s)
      Kai Cai
    • Organizer
      計測自動制御学会 第38回制御理論シンポジウム
    • Place of Presentation
      大阪市
    • Year and Date
      2009-09-16
    • Related Report
      2009 Annual Research Report
  • [Presentation] 階層型マルチエージェント系における巡回追従重みの最適設計2009

    • Author(s)
      木暮知行
    • Organizer
      計測自動制御学会 第38回制御理論シンポジウム
    • Place of Presentation
      大阪市
    • Year and Date
      2009-09-16
    • Related Report
      2009 Annual Research Report
  • [Book] Distributed PageRank computation with link failures(Perspectives in Mathematical System Theory, Control, and Signal Processing, Lecture Notes in Control and Information Sciences)(J.C.Willems, S.Hara, Y.Ohta, and H.Fujioka (editors))vol.3982010

    • Author(s)
      Hideaki Ishii, Roberto Tempo
    • Publisher
      Springer, Berlin
    • Related Report
      2010 Final Research Report
  • [Book] Perspectives in Mathematical System Theory, Control, Signal Processing, Lecture Notes in Control and Information Sciences, vol.398(S.Hara, Y.Ohta, J.C.Willems, H.Fujioka(editors))2010

    • Author(s)
      H.Ishii, R.Tempo
    • Publisher
      Springer
    • Related Report
      2009 Annual Research Report
  • [Remarks] ホームページ等

    • URL

      http://www.sc.dis.titech.ac.jp/ishii

    • Related Report
      2010 Final Research Report
  • [Remarks]

    • URL

      http://www.sc.dis.titech.ac.jp/ishii

    • Related Report
      2010 Annual Research Report
  • [Remarks]

    • URL

      http://www.sc.dis.titech.ac.jp/ishii

    • Related Report
      2009 Annual Research Report

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Published: 2009-04-01   Modified: 2016-09-09  

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