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Data mining from large multimedia contents and its applications

Research Project

Project/Area Number 20500140
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionHiroshima City University

Principal Investigator

UCHIDA Tomoyuki  Hiroshima City University, 情報科学研究科, 准教授 (70264934)

Co-Investigator(Kenkyū-buntansha) SHOUDAI Takayoshi  九州大学, システム情報科学研究院, 准教授 (50226304)
MIYAHARA Tetsuhiro  広島市立大学, 情報科学研究科, 准教授 (90209932)
Co-Investigator(Renkei-kenkyūsha) ITOKAWA Yuko  広島国際大学, 心理科学部, 助教 (40341234)
SUZUKI Yusuke  広島市立大学, 情報科学研究科, 助教 (10398464)
Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2010: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2009: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2008: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsグラフアルゴリズム / 機械学習 / データマイニング / 情報検索システム / アルゴリズム / 情報基礎 / グラフ
Research Abstract

We proposed graph mining techniques for extracting all correlations of different kinds of attributes (e.g., keywords, objects in images, and graph structures) from large amounts of contents including multimedia. We formally defined a tree pattern, which can represent characteristics such as the usage of keywords (e.g., words, objects in image, and the structural relations among nodes in which characteristic words appear) in multimedia contents. Based on computational machine learning, we proposed efficient pattern matching algorithms and efficient graph mining algorithms for tree patterns and graph patterns. Moreover, in order to construct a theoretical base of user-oriented information retrieval system for multimedia contents, we proposed efficient methods of managing all extracted tree patterns.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (26 results)

All 2011 2010 2009 2008

All Journal Article (20 results) (of which Peer Reviewed: 20 results) Presentation (6 results)

  • [Journal Article] Tree Pattern Matching Algorithm Using a Succinct Data Structure2011

    • Author(s)
      Y. Itokawa, M. Wada, T. Ishii, T. Uchida
    • Journal Title

      Proc. International MultiConference of Engineers and Computer Scientists (IMECS 2011)

      Pages: 206-211

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Tree Pattern Matching Algorithm Using a Succinct Data Structure2011

    • Author(s)
      Y.Itokawa, et al.
    • Journal Title

      Proc.Int.MultiConference of Engineers and Computer Scientists 2011 (IMECS2011)

      Volume: I Pages: 206-211

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Frequent Sequential Pattern Discovery for Data Screening2011

    • Author(s)
      H.Tsuruta, et al.
    • Journal Title

      Proc.Int.MultiConference of Engineers and Computer Scientists 2011 (IMECS2011)

      Volume: I Pages: 315-322

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Algorithm Using Expanded LZ Compression Scheme for Compressing Tree Structured Data2010

    • Author(s)
      Y. Itokawa, K. Katoh, T. Uchida, T. Shoudai
    • Journal Title

      Lecture Notes in Electrical Engineering 52

      Pages: 333-346

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Succinct Representation of TTSP Graphs and Its Application to the Path Search Problem2010

    • Author(s)
      Y. Itokawa, J. Miyosi, M. Wada, T. Uchida
    • Journal Title

      Proc. the Sixth IASTED International Conference on Advances in Computer Science and Engineering (ACSE 2010), ACTA Press

      Pages: 33-40

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Algorithm Using Expanded LZ Compression Scheme for Compressing Tree Structured Data2010

    • Author(s)
      Y.Itokawa, et al.
    • Journal Title

      Intelligent Automation and Computer Engineering

      Volume: 52 Pages: 333-346

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Algorithm for Enumerating All Maximal Frequent Tree Patterns among Words in Tree-Structured Documents and Its Application2010

    • Author(s)
      Tomoyuki Uchida, et al.
    • Journal Title

      International Journal of Database Theory and Application 2(4)

      Pages: 59-73

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Succinct Representation of TTSP Graphs and its Application to the Path Search Problem2010

    • Author(s)
      Yuko Itokawa, et al.
    • Journal Title

      Proc.the Sixth IASTED International Conference on Advances in Computer Science and Engineering(ACSE 2010)

      Pages: 33-40

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Evolution of Multiple Tree Structured Patterns using Soft Clustering2010

    • Author(s)
      Kengo Yoshida, et al.
    • Journal Title

      Proc.the 2nd International Conferencae on Computer and Automation Enginering(ICCAE 2010) 5

      Pages: 749-753

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Learning Characteristic Structured Patterns in Rooted Planar Maps2010

    • Author(s)
      Satoshi Kawamoto, et al.
    • Journal Title

      Proc.Int.MultiConference of Engineers and Computer Scientists 2010(IMECS2010) I

      Pages: 465-470

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Algorithm for Enumerating All Maximal Frequent Tree Patterns among Words in Tree-Structured Documents and Its Application2009

    • Author(s)
      T. Uchida, K. Kawamoto
    • Journal Title

      International Journal of Database Theory and Application 2(4)

      Pages: 59-73

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Learning of Finite Unions of Tree Patterns with Repeated Internal Structured Variables from Queries2009

    • Author(s)
      S. Matsumoto, Y. Suzuki, T. Shoudai, T. Miyahara, T. Uchida
    • Journal Title

      IPSJ Transactions on Mathematical Modeling and its Applications 2

      Pages: 127-137

    • NAID

      110007338672

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Learning block-preserving graph patterns and its application to data mining2009

    • Author(s)
      H. Yamasaki, Y. Sasaki, T. Shoudai, T. Uchida, Y. Suzuki
    • Journal Title

      Machine Learning 76

      Pages: 137-173

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Polynomial Time Inductive Inference of TTSP Graph Languages from Positive Data2009

    • Author(s)
      R. Takami, Y. Suzuki, T. Uchida, T. Shoudai
    • Journal Title

      IEICE TRANSACTIONS on Information and Systems E92-D

      Pages: 181-190

    • NAID

      10026807399

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Learning Block-Preserving Graph Patterns and Its Application to Data Mining2009

    • Author(s)
      Hitoshi Yamasaki, et al.
    • Journal Title

      Machine Learning 76

      Pages: 137-173

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Learning of Finite Unions of Tree Patterns with Repeated Internal Structured Variables from Queries2009

    • Author(s)
      Satoshi Matsumoto, et al.
    • Journal Title

      IPSJ Transactions on Mathematical Modeling and Its Applications 2(3)

      Pages: 127-137

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Dictionary-Based Compression Algorithms for Tree Structured Data2009

    • Author(s)
      Yuko Itokawa
    • Journal Title

      Proc. International MultiConference of Engineers and Computer Scientists 2009 (IMECS2009) I

      Pages: 580-585

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Polynomial Time Inductive Inference of TTSP Graph Languages from Positive Data2009

    • Author(s)
      Ryoji Takami
    • Journal Title

      IEICE TRANSACTIONS on Information and Systems E92-D

      Pages: 181-190

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Evolution of Multiple Tree Structured Patterns from Tree-Structured Data using clustering2008

    • Author(s)
      M. Nagamine, T. Miyahara, T. Kuboyama, H. Ueda, K. Takahashi
    • Journal Title

      Proc. 21st Australian Joint Conference on Artificial Intelligence (AI-2008) Lecture Notes in Artificial Intelligence Vol.5360

      Pages: 500-511

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Learning Block-Preserving Outerplanar Graph Patterns and Its Applicati on to Data Mining2008

    • Author(s)
      Hitoshi Yamasaki
    • Journal Title

      Proc. 18th Annual International Conference on In ductive Logic Programming (ILP 2008), Lecture Notes in Artificial Intelligence 5194

      Pages: 330-347

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] Enumerating Maximally Frequent TTSP graph patterns2011

    • Author(s)
      鈴木祐介
    • Organizer
      Seventh Workshop on Learning with Logics and Logics for Learning (LLLL 2011)
    • Place of Presentation
      大阪大学中之島センター
    • Year and Date
      2011-03-30
    • Related Report
      2010 Annual Research Report 2010 Final Research Report
  • [Presentation] 単語間木構造パターンを用いたTTSPグラフの頻出部分グラフ枚挙手法2009

    • Author(s)
      河野達哉
    • Organizer
      平成21年度電気・情報関連学会中国支部第60回連合大会
    • Place of Presentation
      広島市立大学
    • Year and Date
      2009-10-17
    • Related Report
      2010 Final Research Report
  • [Presentation] 単語間木構造パターンを用いたTTSPグラフの頻出部分グラフ枚挙手法2009

    • Author(s)
      河野達哉, 鈴木祐介, 内田智之
    • Organizer
      電気・情報関連学会中国支部第60回連合大会
    • Place of Presentation
      広島市立大学
    • Year and Date
      2009-10-17
    • Related Report
      2009 Annual Research Report
  • [Presentation] TTSPグラフに対する簡潔表現とパス探索問題への応用2008

    • Author(s)
      和田将信
    • Organizer
      平成20年度電気・情報関連学会中国支部第59回連合大会
    • Place of Presentation
      鳥取大学
    • Year and Date
      2008-10-25
    • Related Report
      2010 Final Research Report
  • [Presentation] TTSPグラフに対する簡潔表現とパス探索問題への応用2008

    • Author(s)
      和田将信
    • Organizer
      電気・情報関連学会中国支部第59回連合大会
    • Place of Presentation
      鳥取大学
    • Year and Date
      2008-10-25
    • Related Report
      2008 Annual Research Report
  • [Presentation] Succinct Representation of TTSP Graphs and Its Application for Path Search Problem2008

    • Author(s)
      糸川裕子
    • Organizer
      人工知能学会第71回人工知能基本問題研究会(SIG-FPAI)
    • Place of Presentation
      北海道大学百年記念会館
    • Year and Date
      2008-09-17
    • Related Report
      2008 Annual Research Report

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

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