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Research on statistical discovery of a wide var i ety of patterns with low frequencies and its applications

Research Project

Project/Area Number 21650031
Research Category

Grant-in-Aid for Challenging Exploratory Research

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

Principal Investigator

IKEDA Daisuke  九州大学, 大学院・システム情報科学研究院, 准教授 (00294992)

Co-Investigator(Kenkyū-buntansha) NAKATOH Tetsuya  九州大学, 情報基盤研究開発センター, 助教 (20253502)
YAMADA Yasuhiro  島根大学, 総合理工学部, 助教 (50529609)
Co-Investigator(Renkei-kenkyūsha) BABA Kensuke  九州大学, 附属図書館, 准教授 (70380681)
Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥3,270,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥270,000)
Fiscal Year 2011: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2010: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2009: ¥1,200,000 (Direct Cost: ¥1,200,000)
Keywords知識発見とデータマイニング / テキストマイニング / パターン発見 / 近似文字列照合 / 例外的パターン / フーリエ変換 / 畳み込み演算 / 遺伝子情報処理 / 時系列データ / 予兆発見
Research Abstract

The goal of this research is to develop a framework to, given large text data, discover patterns which do not appear frequently. To achieve this goal, we review our existing researches from the following two viewpoints : Mapping of letters for pattern discovery : Using an approximate pattern matching, we have proposed a pattern discovery and evaluated by experiments. In this method, we have found that mapping from several letters into one digit plays an important role. Metric space for pattern discovery : The goal of this topic is to distinguish patterns from non用atterns. Instead of a rigid metric space, we first find usual substructures, and then we find a pattern as a combination of usual substructures. We have evaluated this method by experiments on genome sequences and Web documents.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (25 results)

All 2011 2010 2009

All Journal Article (13 results) (of which Peer Reviewed: 13 results) Presentation (12 results)

  • [Journal Article] A Preprocessing for Approximate String Matching2011

    • Author(s)
      Kensuke Baba, Tetsuya Nakatoh, Yasuhiro Yamada, and Daisuke Ikeda.
    • Journal Title

      Communications in Computer and Information Science

      Volume: 252 Pages: 610-615

    • NAID

      120006654964

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Partial Plagiarism Detection using String Matching with Mismatches2011

    • Author(s)
      Tetsuya Nakatoh, Kensuke Baba, Yasuhiro Yamada, Daisuke Ikeda.
    • Journal Title

      Communications in Computer and Information Science

      Volume: 254-6 Pages: 265-272

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] 変化点検出を応用した時系列データからの突発現象の前兆検出アルゴリズム2011

    • Author(s)
      徳永旭将, 池田大輔ら
    • Journal Title

      情報処理学会論文誌数理モデル化と応用

      Volume: 4(No.3) Pages: 14-34

    • NAID

      110007990868

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Unsupervised Spam Detection by Document Complexity Estimation with Maximal Overlap Method2011

    • Author(s)
      Takashi Uemura, Daisuke Ikeda, Takuya Kida and Hiroki Arimura
    • Journal Title

      人工知能学会論文誌

      Volume: 26(1) Pages: 297-306

    • Related Report
      2011 Final Research Report 2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Graph Clustering Based on Optimization of A Macroscopic Structure of Clusters2011

    • Author(s)
      Yuta Taniguchi and Daisuke Ikeda
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 6926 Pages: 335-350

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Onset Time Determination of Precursory Events in Time Series Data by an Extension of Singular Spectrum Transformation2011

    • Author(s)
      Terumasa Tokunaga, Daisuke Ikeda
    • Journal Title

      NTERNATIONAL JOURNAL OF CIRCUITS, SYSTEMS AND SIGNAL PROCESSING

      Volume: 5(1) Pages: 46-60

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Onset Time Determination of Precursory Events in Time Series Data by an Extension of Singular Spectrum Transformation2011

    • Author(s)
      Terumasa Tokunaga, Daisuke Ikeda, 他7名
    • Journal Title

      INTERNATIONAL JOURNAL OF CIRCUITS, SYSTEMS AND SIGNAL PROCESSING

      Volume: 5(1) Pages: 46-60

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] String Matching with Mismatches by Realvalued FFT2010

    • Author(s)
      Kensuke Baba
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 6019 Pages: 273-283

    • NAID

      120006654669

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] String Matching with Mismatches by Real-valued FFT2010

    • Author(s)
      馬場謙介
    • Journal Title

      Lecture Notes in Computer Science 6019

      Pages: 273-283

    • NAID

      120006654669

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] FFTを用いた不一致を許す文字列照合アルゴリズムの精度評価,査読有,情報処理学会論文誌2009

    • Author(s)
      中藤i哲也, 馬場謙介, 池田大輔, 森雅生, 廣川佐千男'
    • Journal Title

      データベース

      Volume: Vol, 2, No.SIG 4(TOD 44) Pages: 1-8

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Mining Peculiar Compositions of Frequent Substrings from Sparse Text Data Using Background Texts2009

    • Author(s)
      Daisuke Ikeda and Einoshin Suzuki
    • Journal Title

      MA, Lecture Notes in Artificial Intelligence

      Volume: 5781 Pages: 596-611

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] FFTを用いた不一致を許す文字列照合アルゴリズムの精度評価2009

    • Author(s)
      中藤哲也, 馬場謙介, 池田大輔, 森雅生, 廣川佐千男
    • Journal Title

      情報処理学会論文誌:データベース Vol.2, No.SIG4(TOD 44)

      Pages: 1-8

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Mining Peculiar Compositions of Frequent Substrings from Sparse Text Data Using Background Texts2009

    • Author(s)
      Daisuke Ikeda, Einoshin Suzuki
    • Journal Title

      Lecture Notes in Artificial Intelligence 5781

      Pages: 596-611

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] A Preprocessing for Approximate String Matching2011

    • Author(s)
      Kensuke Baba, Tetsuya Nakatoh, Yasuhiro Yamada, and Daisuke Ikeda
    • Organizer
      International Conference on Informatics Engineering and Information Science
    • Place of Presentation
      マレーシア
    • Year and Date
      2011-11-14
    • Related Report
      2011 Final Research Report
  • [Presentation] Partial Plagiarism Detection using String Matching with Mismatches2011

    • Author(s)
      Tetsuya Nakatoh, Kensuke Baba, Yasuhiro Yamada, Daisuke Ikeda.
    • Organizer
      International Conference on Informatics Engineering and Information Science
    • Place of Presentation
      マレーシア
    • Year and Date
      2011-11-14
    • Related Report
      2011 Final Research Report
  • [Presentation] A Preprocessing for Approximate String Matching2011

    • Author(s)
      Kensuke Baba, et al
    • Organizer
      International Conference on Informatics Engineering and Information Science
    • Place of Presentation
      University Technology Malaysia(招待講演)
    • Year and Date
      2011-11-14
    • Related Report
      2011 Annual Research Report
  • [Presentation] Partial Plagiarism Detection using String Matching with Mismatches2011

    • Author(s)
      Tetsuya Nakatoh, et al
    • Organizer
      International Conference on Informatics Engineering and Information Science
    • Place of Presentation
      University Technology Malaysia(招待講演)
    • Year and Date
      2011-11-14
    • Related Report
      2011 Annual Research Report
  • [Presentation] Graph Clustering Based on Optimization of A Macroscopic Structure of Clusters2011

    • Author(s)
      Yuta Taniguchi and Daisuke Ikeda
    • Organizer
      International Conference on Discovery Science
    • Place of Presentation
      マレーシア
    • Year and Date
      2011-10-05
    • Related Report
      2011 Final Research Report
  • [Presentation] Graph Clustering Based on Optimization of A Macroscopic Structure of Clusters2011

    • Author(s)
      Yuta Taniguchi, Daisuke Ikeda
    • Organizer
      International Conference on Discovery Science
    • Place of Presentation
      Aalto University, Finland(招待講演)
    • Year and Date
      2011-10-05
    • Related Report
      2011 Annual Research Report
  • [Presentation] Detecting Precursory Events in TIme Series Data by an Extension of Singular Spectrum Transformation2011

    • Author(s)
      Terumasa Tokunaga, Daisuke Ikeda
    • Organizer
      10th WSEAS International Conference on Applied Computer Science
    • Year and Date
      2011-10-04
    • Related Report
      2011 Final Research Report
  • [Presentation] Detecting Precursory Events in Time Series Data by an Extension of Singular Spectrum Transformation2010

    • Author(s)
      Terumasa Tokunaga, Daisuke Ikeda, 他7名
    • Organizer
      10th WSEAS International Conference on Applied Computer Science
    • Place of Presentation
      岩手県立大学
    • Year and Date
      2010-10-04
    • Related Report
      2010 Annual Research Report
  • [Presentation] String Matching with Mismatches by Real要alued FFT2010

    • Author(s)
      Kensuke Baba
    • Organizer
      International Conference on Computational Science and Its Applications
    • Year and Date
      2010-03-23
    • Related Report
      2011 Final Research Report
  • [Presentation] String Matching with Mismatches by Real-valued FFT2010

    • Author(s)
      Kensuke Baba
    • Organizer
      International Conference on Computational Science and Its Applications
    • Place of Presentation
      九州産業大学, 福岡
    • Year and Date
      2010-03-23
    • Related Report
      2009 Annual Research Report
  • [Presentation] Mining Peculiar Compositions of FrequentSubstrings from Sparse Text Data UsingBackground Texts2009

    • Author(s)
      Daisuke Ikeda and Einoshin Suzuki
    • Organizer
      European Conference onMachine Learning and Principles andPractice of Knowledge Discovery inDatabases
    • Place of Presentation
      スロベニア
    • Year and Date
      2009-09-09
    • Related Report
      2011 Final Research Report
  • [Presentation] Mining Peculiar Compositions of Frequent Substrings from Sparse Text Data Using Background Texts2009

    • Author(s)
      Daisuke Ikeda
    • Organizer
      European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases
    • Place of Presentation
      ブレッド、スロベニア
    • Year and Date
      2009-09-09
    • Related Report
      2009 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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