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Online Data Classification by Semi-Supervised Metric Learning

Research Project

Project/Area Number 23700167
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Research InstitutionToyohashi University of Technology

Principal Investigator

OKABE Masayuki  豊橋技術科学大学, 情報メディア基盤センター, 助教 (50362330)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2013: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2011: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords知能情報処理 / 機械学習 / データマイニング / 距離学習 / 制約付きクラスタリング / 外れ値検出 / クラスタアンサンブル / ブースティング
Research Abstract

Metric learning is a kind of method useful for automatic data classification such as categorization of news on the Web or item recommendation in online shopping. In this research, we deal with two problems of costs for acquiring training data and computation when using metric learning, and propose some algorithms to resolve the problems. We also construct an anomaly detection system from network traffic data based on the proposed algorithms.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (21 results)

All 2014 2013 2012 2011

All Journal Article (5 results) (of which Peer Reviewed: 5 results) Presentation (16 results)

  • [Journal Article] Active Sampling for Constrained Clustering2014

    • Author(s)
      Masayuki Okabe and Seiji Yamada
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: Vol.18, No.2 Pages: 232-238

    • NAID

      130007673197

    • URL

      http://www.fujipress.jp/finder/xslt.php?mode=present&inputfile=JACII001800020017.xml

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Interaction Design for Constraints Selection in Interactive Constrained Clustering2014

    • Author(s)
      山田 誠二,水上 淳貴,岡部 正幸
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 29 Issue: 2 Pages: 259-267

    • DOI

      10.1527/tjsai.29.259

    • NAID

      130003391335

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Graph-cut based Constrained Clustering by Grouping Relational Labels2012

    • Author(s)
      Masayuki Okabe and Seiji Yamada
    • Journal Title

      Journal of Emerging Technologies in Web Intelligence

      Volume: Vol.4, No.1 Pages: 43-50

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] 制約付きグラフカットによる逐次クラスタリング2012

    • Author(s)
      岡部正幸, 山田誠二
    • Journal Title

      人工知能学会論文誌

      Volume: Vol.27, No.3 Issue: 1 Pages: 193-203

    • DOI

      10.4304/jetwi.4.1.43-50

    • NAID

      130001885110

    • URL

      http://dx.doi.org/10.1527/tjsai.27.193

    • Related Report
      2013 Final Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] An Interactive Tool for Human Active Learning in Constrained Clustering2011

    • Author(s)
      Masayuki Okabe and Seiji Yamada
    • Journal Title

      Journal of Emerging Technologies in Web Intelligence

      Volume: Vol.3, No.1 Issue: 1 Pages: 20-27

    • DOI

      10.4304/jetwi.3.1.20-27

    • Related Report
      2013 Final Research Report 2011 Research-status Report
    • Peer Reviewed
  • [Presentation] 外れ値検出に基づく対話的ファイアウォールログ分析2014

    • Author(s)
      岡部正幸, 山田誠二
    • Organizer
      第28回人工知能学会全国大会, 3B3-OS-10a-4
    • Place of Presentation
      愛媛
    • Year and Date
      2014-05-14
    • Related Report
      2013 Final Research Report
  • [Presentation] 外れ値検出に基づく対話的ファイアウォールログ分析2014

    • Author(s)
      岡部正幸, 山田誠二
    • Organizer
      第28回人工知能学会全国大会
    • Place of Presentation
      愛媛県,松山市
    • Related Report
      2013 Annual Research Report
  • [Presentation] Uncertainty Sampling for Constrained Cluster Ensemble2013

    • Author(s)
      Masayuki Okabe and Seiji Yamada
    • Organizer
      Conference on Technologies and Applications of Artificial Intelligence (TAAI 2013),pp.257-262
    • Place of Presentation
      台北
    • Year and Date
      2013-12-06
    • Related Report
      2013 Final Research Report
  • [Presentation] Uncertainty Sampling for Constrained Cluster Ensemble2013

    • Author(s)
      Masayuki Okabe and Seiji Yamada
    • Organizer
      Conference on Technologies and Applications of Artificial Intelligence (TAAI 2013)
    • Place of Presentation
      台湾,台北市
    • Related Report
      2013 Annual Research Report
  • [Presentation] 知的インタラクティブシステムにおけるインタラクションデザインとは何か2013

    • Author(s)
      岡部正幸, 山田誠二
    • Organizer
      第27回人工知能学会全国大会
    • Place of Presentation
      富山県富山市
    • Related Report
      2013 Annual Research Report
  • [Presentation] Clustering by Learning Constraints Priorities2012

    • Author(s)
      Masayuki Okabe and Seiji Yamada
    • Organizer
      The IEEE International Conference on Data Mining (ICDM2012), pp.1050-1055
    • Place of Presentation
      ブリュッセル
    • Year and Date
      2012-12-13
    • Related Report
      2013 Final Research Report
  • [Presentation] Clustering with Extended Constraints by Co-Training2012

    • Author(s)
      Masayuki Okabe and Seiji Yamada
    • Organizer
      International Workshop on Intelligent Web Interaction, pp.79-82
    • Place of Presentation
      マカオ
    • Year and Date
      2012-12-04
    • Related Report
      2013 Final Research Report
  • [Presentation] Active Sampling for Constrained Clustering2012

    • Author(s)
      Masayuki Okabe and Seiji Yamada
    • Organizer
      International Conference on Soft Computing and Intelligent Systems (SCIS&ISIS 2012), pp.399-402
    • Place of Presentation
      神戸
    • Year and Date
      2012-11-21
    • Related Report
      2013 Final Research Report
  • [Presentation] Clustering by Learning Constraints Priorities2012

    • Author(s)
      Masayuki Okabe and Seiji Yamada
    • Organizer
      The IEEE International Conference on Data Mining (ICDM2012)
    • Place of Presentation
      シェラトンホテル(ブリュッセル,ベルギー)
    • Related Report
      2012 Research-status Report
  • [Presentation] Clustering with Extended Constraints by Co-Training2012

    • Author(s)
      Masayuki Okabe and Seiji Yamada
    • Organizer
      International Workshop on Intelligent Web Interaction
    • Place of Presentation
      フィッシャーマンズワーフ(マカオ,中国)
    • Related Report
      2012 Research-status Report
  • [Presentation] Active Sampling for Constrained Clustering2012

    • Author(s)
      Masayuki Okabe and Seiji Yamada
    • Organizer
      International Conference on Soft Computing and Intelligent Systems (SCIS&ISIS 2012)
    • Place of Presentation
      神戸国際会議場(兵庫県,神戸市)
    • Related Report
      2012 Research-status Report
  • [Presentation] ブースティングに基づく制約付きK-meansアルゴリズム2012

    • Author(s)
      岡部正幸, 山田誠二
    • Organizer
      第26回人工知能学会全国大会
    • Place of Presentation
      山口県教育会館(山口県,山口市)
    • Related Report
      2012 Research-status Report
  • [Presentation] Graph-cut based Iterative Constrained Clustering2011

    • Author(s)
      Masayuki Okabe and Seiji Yamada
    • Organizer
      International Workshop on Intelligent Web Interaction, pp.126-129
    • Place of Presentation
      リヨン
    • Year and Date
      2011-08-22
    • Related Report
      2013 Final Research Report
  • [Presentation] Graph-cut based Iterative Constrained Clustering2011

    • Author(s)
      Masayuki Okabe and Seiji Yamada
    • Organizer
      International Workshop on Intelligent Web Interaction
    • Place of Presentation
      リヨン第1大学(リヨン,フランス)
    • Related Report
      2011 Research-status Report
  • [Presentation] ペアワイズ分類に基づく制約付きクラスタリング2011

    • Author(s)
      岡部正幸, 山田誠二
    • Organizer
      第27回ファジィシステムシンポジウム
    • Place of Presentation
      福井大学(福井県福井市)
    • Related Report
      2011 Research-status Report
  • [Presentation] データ間類似性判定のためのアクティブユーザフィードバックデザイン2011

    • Author(s)
      岡部正幸, 山田誠二
    • Organizer
      第25回人工知能学会全国大会
    • Place of Presentation
      いわて県民情報交流センター(岩手県盛岡市)
    • Related Report
      2011 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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