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A Study on Data Mining from Aggregated Basket

Research Project

Project/Area Number 24500164
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionThe University of Electro-Communications

Principal Investigator

NUMAO Masayuki  電気通信大学, 情報理工学(系)研究科, 教授 (90508821)

Co-Investigator(Kenkyū-buntansha) MARUYAMA Hiroshi  統計数理研究所, モデリング研究系, 教授 (90609728)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Fiscal Year 2014: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2012: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Keywords知識発見とデータマニング / バスケット分析 / ビッグデータ / 相関分析 / データマイニング / センサーネット
Outline of Final Research Achievements

Basket analysis is a well-known data mining method to find the pattern of which item is purchased often with other items from point-of-sales (POS) data. In existing algorithm, however, the input basket is restricted to a set of items. Since the number of items in the set is 1 each at the most, it cannot deal with the aggregated basket where multiple baskets are merged into 1 basket. Thus it cannot deal with the basket of family items, or data collected in a certain period.
In this study, we defined the aggregated basket, proposed how to reconstruct the baskets from the aggregated basket to find the association pattern. We also developed the association mining system form the aggregated baskets and evaluated it by using the actual manufacturing data. The result shows that the proposed method is very useful to find the new patterns which cannot be extracted by the existing method, and it can be applied to manufacturing and distribution industry.

Report

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

    (10 results)

All 2015 2014 2013 2012

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Open Access: 1 results) Presentation (7 results)

  • [Journal Article] 3D Objects Tracking by MapReduce GPGPU-Enhanced Particle Filter2015

    • Author(s)
      J. ZHOU, X. LI, H. CHEN, R.CHEN, and M. NUMAO
    • Journal Title

      IEICE TRANSACTIONS on Information and Systems

      Volume: Vol.E98-D, No.5 Pages: 1035-1044

    • NAID

      130005067749

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 集約バスケットからの相関関係マイニング2012

    • Author(s)
      松澤裕史,沼尾雅之
    • Journal Title

      電子情報通信学会論文誌

      Volume: Vol. J95-D No.2 Pages: 170-182

    • NAID

      110009328414

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] 利用者単位の消費電力量測定手法と家庭における節電指標の提案2012

    • Author(s)
      高橋 麻美 , 根路銘 崇 , 沼尾 雅之
    • Journal Title

      情報処理学会論文誌

      Volume: 53(7) Pages: 1711-1720

    • NAID

      110009423539

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] シーケンシャルパターンマイニング拡張による特徴的なコード進行の抽出手法(F1-2)2015

    • Author(s)
      篠原 透,沼尾 雅之
    • Organizer
      第7回データ工学と情報マネジメントに関するフォーラム(DEIM2015)
    • Place of Presentation
      福島県
    • Year and Date
      2015-03-02 – 2015-03-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] RFIDを用いた電波強度による異常行動認識システムの提案(K-044)2014

    • Author(s)
      安藤勇,沼尾雅之
    • Organizer
      第13回情報科学技術フォーラム(FIT2014)
    • Place of Presentation
      筑波大学
    • Year and Date
      2014-09-03 – 2014-09-05
    • Related Report
      2014 Annual Research Report
  • [Presentation] プローブ要求を利用したスマートフォンユーザー向け屋内位置推定手法(R0-004)2014

    • Author(s)
      横堀哲也,沼尾雅之
    • Organizer
      第13回情報科学技術フォーラム(FIT2014)
    • Place of Presentation
      筑波大学
    • Year and Date
      2014-09-03 – 2014-09-05
    • Related Report
      2014 Annual Research Report
  • [Presentation] 相関分析のためのラティス構造に基づくデータセット生成器2014

    • Author(s)
      松石 浩輔,沼尾 雅之
    • Organizer
      日本データベース学会
    • Place of Presentation
      兵庫県
    • Related Report
      2013 Research-status Report
  • [Presentation] 無線LANアクセスポイントへの検索要求を利用した屋内混雑度推定2013

    • Author(s)
      中野 隆介, 沼尾 雅之
    • Organizer
      日本データベース学会第5回データ工学と情報マネジメントに関するフォーラム
    • Place of Presentation
      福島県
    • Related Report
      2012 Research-status Report
  • [Presentation] RSSを用いたセンサーデータのマッシュアップ基盤の作成2012

    • Author(s)
      清水 智可良, 野田 弘毅, 沼尾 雅之
    • Organizer
      情報処理学会マルチメディア,分散,協調とモバイルシンポジウム
    • Place of Presentation
      石川県
    • Related Report
      2012 Research-status Report
  • [Presentation] 電源環境の変化に強い家電認識手法の提案2012

    • Author(s)
      服部陽彦,沼尾雅之
    • Organizer
      情報処理学会ユビキタスコンピューティングシステム研究会
    • Place of Presentation
      東京都
    • Related Report
      2012 Research-status Report

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

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