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Development of a feature construction method based on sequential pattern evaluation index and temporal pattern extraction

Research Project

Project/Area Number 24500175
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionBunkyo University

Principal Investigator

ABE Hidenao  文教大学, 情報学部, 講師 (00397853)

Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2013: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2012: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords系列パターン評価指標 / 時系列クラスタリング / 属性構築 / 系列パターンマイニング / 分類学習 / 転移学習 / 系列データマイニング
Outline of Final Research Achievements

This study aims to develop a feature construction method from complex dataset, which consist of not only numerical and nominal values but also their temporal values. However, conventional feature extraction methods have been only developed for each kind of values for constructing features for performing some statistical methods and machine learning methods.
In this study, existing importance evaluating indices from the natural language processing field and sequential pattern evaluation indices were formulated to an integrated viewpoint for evaluating sequential patterns. Then, by combining these indices with temporal pattern extraction method, the method has enable to extract temporal causalities for understanding user behaviors on Web clickstream and temporal text corpus on SNS from more data-centric viewpoint.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (12 results)

All 2015 2014 2013 2012 Other

All Journal Article (1 results) Presentation (9 results) Remarks (2 results)

  • [Journal Article] Analysis for Finding Innovative Concepts Based on Temporal Patterns of Terms in Documents2013

    • Author(s)
      Hidenao Abe
    • Journal Title

      Theory and Aplications for Advanced Text Mining, Shigaki Sakurai(Ed.)

      Volume: - Pages: 37-50

    • DOI

      10.5772/52210

    • ISBN
      9789535108528
    • Related Report
      2012 Research-status Report
  • [Presentation] Analyzing User Behaviors Based on Temporal Patterns of Sequential Pattern Evaluation Indices on Twitter2015

    • Author(s)
      Hidenao Abe
    • Organizer
      The fourth Quality issues, measures of interestingness and evaluation of data mining models workshop (QIMIE'15)
    • Place of Presentation
      Ho Chi Minh City, Vietnam
    • Year and Date
      2015-05-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] Twitter上での発話履歴の時系列パターンに基づく特定発話行動予測手法の開発2015

    • Author(s)
      阿部秀尚
    • Organizer
      情報処理学会 第178回知能システム研究会
    • Place of Presentation
      北海道留寿都村
    • Year and Date
      2015-03-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] フォロワーの興味抽出における系列パターン評価指標利用の検討2014

    • Author(s)
      阿部秀尚
    • Organizer
      第102回 知識ベースシステム研究会
    • Place of Presentation
      関西学院大学 大阪梅田キャンパス
    • Year and Date
      2014-07-24 – 2014-07-25
    • Related Report
      2014 Annual Research Report
  • [Presentation] 系列パターン評価指標によるトレンド検出傾向の比較2014

    • Author(s)
      阿部秀尚
    • Organizer
      人工知能学会 第101回知識ベースシステム研究会
    • Place of Presentation
      北海道ニセコ町
    • Related Report
      2013 Research-status Report
  • [Presentation] クリック系列パターンマイニングにおける用語性判定指標の算出と比較2013

    • Author(s)
      阿部秀尚
    • Organizer
      人工知能学会 第100回知識ベースシステム研究会
    • Place of Presentation
      神奈川県横浜市
    • Related Report
      2013 Research-status Report
  • [Presentation] Developing Transferable Clickstream Analytic Models Using Sequential Pattern Evaluation Indices2013

    • Author(s)
      Hidenao Abe
    • Organizer
      The 9th International Conference on Active Media Technology
    • Place of Presentation
      群馬県前橋市
    • Related Report
      2013 Research-status Report
  • [Presentation] 系列パターン評価指標群に基づく転移型クリックストリーム予測モデル構築の検討2013

    • Author(s)
      阿部秀尚
    • Organizer
      社会システムと情報技術研究ウィーク2013 (電子情報通信学会 人工知能と知識処理研究会)
    • Place of Presentation
      北海道留寿都村
    • Related Report
      2012 Research-status Report
  • [Presentation] テキストマイニングにおける語句計量化指標群の利用に関する一考察2012

    • Author(s)
      阿部秀尚
    • Organizer
      2012年度人工知能学会全国大会(第26回)
    • Place of Presentation
      山口県教育会館他(山口県山口市)
    • Related Report
      2012 Research-status Report
  • [Presentation] プロセスマイニングにおける系列パターン生成と評価指標群 に関する考察2012

    • Author(s)
      阿部秀尚
    • Organizer
      第8回情報システム学会全国大会
    • Place of Presentation
      文教大学湘南キャンパス(神奈川県茅ヶ崎市)
    • Related Report
      2012 Research-status Report
  • [Remarks] 系列パターンマイニングに基づく属性構築手法の開発

    • URL

      http://abe-lab.jp/works/kaken/24500175-2/

    • Related Report
      2014 Annual Research Report
  • [Remarks] COIN: 客観的指標計算モジュール群

    • URL

      http://coin.sourceforge.jp/

    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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