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Information Fusion from Semi-structured Data using Data Mining and Machine Learning

Research Project

Project/Area Number 19500129
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

MIYAHARA Tetsuhiro  Hiroshima City University, 情報科学研究科, 准教授 (90209932)

Co-Investigator(Kenkyū-buntansha) UCHIDA Tomoyuki  広島市立大学, 情報科学研究科, 准教授 (70264934)
KUBOYAMA Tetsuji  学習院大学, 計算機センター, 准教授 (80302660)
HIROWATARI Eiju  北九州市立大学, 基盤教育センター, 教授 (60274429)
Project Period (FY) 2007 – 2009
Project Status Completed (Fiscal Year 2009)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2009: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2008: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2007: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsデータマイニング / 機械学習 / 木構造データ / 遺伝的プログラミング
Research Abstract

We have studied data mining and machine learning from semi-structured data for knowledge discovery and information fusion. As main results, we have proposed machine learning methods for acquiring characteristic tree structured patterns from glycan data as semi-structured data. The methods are based on genetic programming for evolving solutions from structured data.

Report

(4 results)
  • 2009 Annual Research Report   Final Research Report ( PDF )
  • 2008 Annual Research Report
  • 2007 Annual Research Report

Research Products

(19 results)

All 2010 2009 2008 2007

All Journal Article Presentation

  • [Journal Article] Evolution of Multiple Tree Structured Patterns using Soft Clustering2010

    • Author(s)
      K. Yoshida, T. Miyahara, T. Kuboyama
    • Journal Title

      Proceedings of 2nd International Conferencae on Computer and Automation Enginering vol.5

      Pages: 749-753

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

    • Author(s)
      K.Yoshida, T.Miyahara, T.Kuboyama
    • Journal Title

      Proceedings of 2nd International Conferencae on Computer and Automation Enginering(ICCAE 2010) 5

      Pages: 749-753

    • 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)
      Y.Itokawa, J.Miyoshi, M.Wada, T.Uchida
    • Journal Title

      Proceedings of 6th LASTED International Conference on Advances in Computer Science and Engineering(ACSE 2010)

      Pages: 33-40

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

      情報処理学会論文誌 数理モデル化と応用 Vol.2, No.3

      Pages: 127-137

    • NAID
      130000142338
    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Learning of Elementary Formal Systems with Two Clauses using Queries2009

    • Author(s)
      H. Kato, S. Matsumoto, T. Miyahara
    • Journal Title

      IEICE Transactions on Information and Systems E92-D

      Pages: 172-180

    • NAID
      10026807387
    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Dictionary-Based Comprssion Algorithms for Tree Structured Data2009

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

      Proceedings of International Multi Conference of Engineers and Computer Sdentists 2009 (IMECS 2009) I

      Pages: 580-585

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Kernels Based on Distributions of Agreement Subtrees2009

    • Author(s)
      K. Shin, T. Kuboyama
    • Journal Title

      Proc. AI 2008, Lecture Notes in Artificial Intelligence, Springer-Verlag 5360

      Pages: 236-246

    • 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. AI 2008, Lecture Notes in Artificial Intelligence, Springer-Verlag vol.5360

      Pages: 500-511

    • Related Report
      2009 Final 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. AI 2008, Lecture Notes in Artificial Intelligence, Springer-Verlag 5360

      Pages: 500-511

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Efficient Unordered Tree Kernel and Its Application to Glycan Classification2008

    • Author(s)
      T. Kuboyama, K. Hirata, K. F. Kinoshita
    • Journal Title

      Proc. of PADKK2008, Lecture Notes in Artificial Intelligence, Springer-Verlag 5012

      Pages: 184-195

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Genetic Programming Approach to Extraction of Glycan Motifs Using Tree Structured Patterns2007

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

      Proc. AI 2007, Lecture Notes in Artificial Intelligence, Springer-Verlag vol.4830

      Pages: 150-159

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Exact Learning of Finite Unions of Graph Patterns from Queries2007

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

      Proc. ALT 2007, Lecture Notes in Artificial Intelligence, Springer-Verlag vol.4754

      Pages: 298-312

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Genetic Programming Approach to Extraction of Glycan Motifs Using Tree Structured Patterns2007

    • Author(s)
      Masatoshi Nagamine, et. al.
    • Journal Title

      Proc.AI 2007, Lecture Notes in Artificial Intelligence, Springer-Verlag 4830

      Pages: 150-159

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Exact Learning of Finite Unions of Graph Patterns from Queries2007

    • Author(s)
      Rika Okada, et. al.
    • Journal Title

      Proc.ALT 2007, Lecture Notes in Artificial Intelligence, Springer-Verlag 4754

      Pages: 298-312

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Learnability of Recursively Enumerable Sets of Recursive Real-Valued Functions2007

    • Author(s)
      Eiju Hirowatari, et. al.
    • Journal Title

      Proc.Computability in Europe 2007, University of Siena, Technical Report 487

      Pages: 186-193

    • NAID
      40015566338
    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Polynomial Summaries of Positive Semidefinite Kernels2007

    • Author(s)
      Kilho Shin, et. al.
    • Journal Title

      Proc.ALT 2007, Lecture Notes in Artificial Intelligence, Springer-Verlag 4754

      Pages: 313-327

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] ソフトクラスタリングを用いた複合的木構造パターンの進化的獲得2010

    • Author(s)
      吉田健吾, 宮原哲浩, 久保山哲二
    • Organizer
      人工知能学会・人工知能基本問題研究会
    • Place of Presentation
      北海道大学
    • Year and Date
      2010-03-18
    • Related Report
      2009 Annual Research Report 2009 Final Research Report
  • [Presentation] クラスタリングを用いた複合的木構造パターンの進化的獲得2009

    • Author(s)
      長嶺将俊, 宮原哲浩, 久保山哲二, 上田祐彰, 高橋健一
    • Organizer
      人工知能学会・人工知能基本問題研究会
    • Place of Presentation
      学習院大学
    • Year and Date
      2009-03-14
    • Related Report
      2009 Final Research Report 2008 Annual Research Report
  • [Presentation] Learning of Finite Unions of Tree Patterns with Repeated Internal Structured Variables from Queries2009

    • Author(s)
      松本哲志
    • Organizer
      情報処理学会・数理モデル化と問題解決研究会
    • Place of Presentation
      沖縄科学技術研究基盤整備機構
    • Year and Date
      2009-03-05
    • Related Report
      2008 Annual Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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