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Development of methods for mining characteristic patterns from network structure changing with time

Research Project

Project/Area Number 20700136
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Intelligent informatics
Research InstitutionOsaka University

Principal Investigator

INOKUCHI Akihiro  Osaka University, 産業科学研究所, 助教 (70452456)

Project Period (FY) 2008 – 2009
Project Status Completed (Fiscal Year 2009)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2009: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2008: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords人工知能 / 機械学習 / アルゴリズム / 知識発見とデータマイニング / データマイニング / グラフ構造 / グラフ時系列データ
Research Abstract

There are many real-world applications suitable to model objects by using graph sequences. For example, a human network is represented by a graph where each human and each relationship between two humans correspond to vertices and an edge, respectively. If a person joins or leaves a human community, the numbers of vertices and edges in the graph change with time. In this study, we developed efficient methods for mining characteristic patterns from graph sequences, and evaluated their efficiencies applying them to artificial and real-world datasets.

Report

(3 results)
  • 2009 Annual Research Report   Final Research Report ( PDF )
  • 2008 Annual Research Report
  • Research Products

    (21 results)

All 2010 2009 2008 Other

All Presentation (15 results) Book (4 results) Remarks (1 results) Patent(Industrial Property Rights) (1 results) (of which Overseas: 1 results)

  • [Presentation] GTRACE2: Improving Performance Using Labeled Union Graphs2010

    • Author(s)
      Akihiro Inokuchi, Takashi Washio
    • Organizer
      Proc. of The 14th Pacific-Asia Conference on Knowledge Discovery and Data Mining
    • Place of Presentation
      Hyderabad International Convention Centre (Hyderabad, India)(to appear)
    • Year and Date
      2010-06-23
    • Related Report
      2009 Final Research Report
  • [Presentation] Mining Frequent Graph Sequence Patterns Induced by Vertices2010

    • Author(s)
      Akihiro Inokuchi, Takashi Washio
    • Organizer
      Proc. of SIAM Data Mining Conference
    • Place of Presentation
      Renaissance Columbus Downtown Hotel, (Columbus, Ohio, USA)
    • Year and Date
      2010-04-29
    • Related Report
      2009 Final Research Report
  • [Presentation] 導される頻出グラフ系列パターンのマイニング2010

    • Author(s)
      猪口明博, 鷲尾隆
    • Organizer
      第12回人工知能学会データマイニングと統計数理研究会
    • Place of Presentation
      統計数理研究所(東京都)
    • Year and Date
      2010-03-30
    • Related Report
      2009 Final Research Report
  • [Presentation] 頂点により誘導される頻出グラフ系列パターンのマイニング2010

    • Author(s)
      猪口明博
    • Organizer
      第12回人工知能学会データマイニングと統計数理研究会
    • Place of Presentation
      統計数理研究所(東京都)
    • Year and Date
      2010-03-29
    • Related Report
      2009 Annual Research Report
  • [Presentation] 統計的大規模因果推論の課題と非ガウス性に基づく挑戦.(招待講演)2009

    • Author(s)
      鷲尾隆, 清水昌平, 河原吉伸, 猪口明博
    • Organizer
      第75回人工知能学会基本問題研究会
    • Place of Presentation
      電気通信大学(東京都)
    • Year and Date
      2009-11-13
    • Related Report
      2009 Annual Research Report
  • [Presentation] 複雑時系列データのためのOLAPシステムの並列化手法2009

    • Author(s)
      生田泰章, 猪口明博, 鷲尾隆
    • Organizer
      第23回人工知能学会全国大会, 1C1-4
    • Place of Presentation
      サンポートホール高松(香川県)
    • Year and Date
      2009-06-18
    • Related Report
      2009 Final Research Report
  • [Presentation] グラフ時系列データからの頻出部分系列マイニング手法の性能評価2009

    • Author(s)
      猪口明博, 鷲尾隆
    • Organizer
      第23回人工知能学会全国大会2C2-1
    • Place of Presentation
      サンポートホール高松(香川県)
    • Year and Date
      2009-06-17
    • Related Report
      2009 Final Research Report
  • [Presentation] グラフ時系列データからの頻出部分系列マイニング手法の性能評価2009

    • Author(s)
      猪口明博, 鷲尾隆
    • Organizer
      第23回 人工知能学会 全国大会
    • Place of Presentation
      サンポートホール高松(香川県)
    • Year and Date
      2009-06-17
    • Related Report
      2009 Annual Research Report
  • [Presentation] 複雑時系列データのためのOLAPシステムの並列化手法2009

    • Author(s)
      生田泰章, 猪口明博, 鷲尾隆
    • Organizer
      第23回 人工知能学会 全国大会
    • Place of Presentation
      サンポートホール高松(香川県)
    • Year and Date
      2009-06-17
    • Related Report
      2009 Annual Research Report
  • [Presentation] A Fast Method to Mine Frequent Subsequences from Graph Sequence Data2008

    • Author(s)
      Akihiro Inokuchi, Takashi Washio
    • Organizer
      Proc. of the 8th IEEE International Conference on Data Mining
    • Place of Presentation
      Palazzo dei Congressi, (Pisa, Italy)
    • Year and Date
      2008-12-17
    • Related Report
      2009 Final Research Report
  • [Presentation] A Fast Method to Mine Frequent Subsequences from Graph Sequence Data2008

    • Author(s)
      Akihiro Inokuchi and Takashi Washio
    • Organizer
      IEEE International Conference on Data Mining (ICDM 2008)
    • Place of Presentation
      イタリア, ピサ
    • Year and Date
      2008-12-17
    • Related Report
      2008 Annual Research Report
  • [Presentation] Feasibility of Graph Sequence Mining based on Admissibility Constraints2008

    • Author(s)
      Akihiro Inokuchi, Takashi Washio
    • Organizer
      The Third International Workshop on Data-Mining and Statistical Science
    • Place of Presentation
      Tokyo Institute of Technology (Tokyo)
    • Year and Date
      2008-09-25
    • Related Report
      2009 Final Research Report
  • [Presentation] Feasibility of Graph Sequence Mining based on Admissibility Constraints2008

    • Author(s)
      Akihiro Inokuchi and Takashi Washio
    • Organizer
      International Workshop on Data Mining and Statistical Science
    • Place of Presentation
      東京都, 東京工業大学
    • Year and Date
      2008-09-25
    • Related Report
      2008 Annual Research Report
  • [Presentation] グラフ系列マイニングのための表現制約とアルゴリズム2008

    • Author(s)
      猪口明博, 鷲尾隆
    • Organizer
      第7回人工知能学会データマイニングと統計数理研究会
    • Place of Presentation
      小樽市民センター(北海道)
    • Year and Date
      2008-07-24
    • Related Report
      2009 Final Research Report
  • [Presentation] グラフ系列マイニングのための表現制約とアルゴリズム2008

    • Author(s)
      猪口明博, 鷲尾隆
    • Organizer
      人工知能学会第7回データマイニングと統計数理研究会
    • Place of Presentation
      北海道小樽市, 小樽市民センター
    • Year and Date
      2008-07-24
    • Related Report
      2008 Annual Research Report
  • [Book] New Frontiers in Applied Data Mining, PAKDD 2008 International Workshops, Osaka, Japan, May 20-23, 2008.Revised Selected Papers2009

    • Author(s)
      Sanjay Chawla, Takashi Washio, Shin-ichi Minato, Shusaku Tsumoto, Takashi Onoda, Seiji Yamada, Akihiro Inokuchi
    • Total Pages
      213
    • Publisher
      Springer
    • Related Report
      2009 Annual Research Report
  • [Book] PAKDD 2008 International Workshops(New Frontiers in Applied Data Mining)2008

    • Author(s)
      Sanjay Chawla, Takashi Washio, Shin-ichi Minato, Shusaku Tsumoto, Takashi Onoda, Seiji Yamada, Akihiro Inokuchi
    • Publisher
      Revised Selected Papers Springer
    • Related Report
      2009 Final Research Report
  • [Book] Advances in Knowledge Discovery and Data Mining 12th Pacific-Asia Conference(PAKDD 2008)2008

    • Author(s)
      Takashi Washio, Einoshin Suzuki, Kai Ming Ting, Akihiro Inokuchi
    • Publisher
      Proceedings Springer
    • Related Report
      2009 Final Research Report
  • [Book] JSAI 2007 Conference and Workshops(New Frontiers in Artificial Intelligence)2008

    • Author(s)
      Ken Satoh, Akihiro Inokuchi, Katashi Nagao, Takahiro Kawamur
    • Publisher
      Revised Selected Papers Springer
    • Related Report
      2009 Final Research Report
  • [Remarks]

    • URL

      http://www.ar.sanken.osaka-u.ac.jp/~inokuchi/

    • Related Report
      2009 Final Research Report
  • [Patent(Industrial Property Rights)] 頻出変化パターン抽出装置2009

    • Inventor(s)
      猪口明博, 鷲尾隆
    • Industrial Property Rights Holder
      大阪大学
    • Filing Date
      2009-09-13
    • Related Report
      2008 Annual Research Report
    • Overseas

URL: 

Published: 2008-04-01   Modified: 2016-04-21  

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