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A study on distance metric learning of data distribution space based on information theoretic criterion

Research Project

Project/Area Number 22800067
Research Category

Grant-in-Aid for Research Activity Start-up

Allocation TypeSingle-year Grants
Research Field Statistical science
Research InstitutionWaseda University

Principal Investigator

HINO Hideitsu  早稲田大学, 理工学術院, 助教 (10580079)

Project Period (FY) 2010 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥2,717,000 (Direct Cost: ¥2,090,000、Indirect Cost: ¥627,000)
Fiscal Year 2011: ¥1,248,000 (Direct Cost: ¥960,000、Indirect Cost: ¥288,000)
Fiscal Year 2010: ¥1,469,000 (Direct Cost: ¥1,130,000、Indirect Cost: ¥339,000)
Keywords統計的学習理論 / 分類・パタン認識 / 多変量解析
Research Abstract

We developed a method to optimize the distribution of features extracted from a given set of data. The features obtained by the method will follow a distribution, which is suitable for classification task. Though the method is applicable to any classification problem, we applied it to speaker recognition task, and achieved state-of-the-art performance. We also developed information estimators, which quantify the information contents in a datum. We applied the estimators to evaluate the credibility of prediction of solar power generated from solar panel.

Report

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

    (29 results)

All 2012 2011 2010

All Journal Article (13 results) (of which Peer Reviewed: 13 results) Presentation (16 results)

  • [Journal Article] Multiple Kernel Learning with Gaussianity Measures2012

    • Author(s)
      Hideitsu Hino, Nima Reyhani, Noboru Murata
    • Journal Title

      Neural Computation

      Volume: vol.24 Pages: 7-7

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Extraction of Basic Patterns of Household Energy Consumption2011

    • Author(s)
      Haoyang Shen, Hideitsu Hino, Noboru Murata, Shinji Wakao
    • Journal Title

      International Conference on Machine Learning and Applications

      Pages: 275-280

    • NAID

      110008694777

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Speaker verification robust to talking style variation using multiple kernel learning based on conditional entropy minimization2011

    • Author(s)
      Tetsuji Ogawa, Hideitsu Hino, Noboru Murata, Tetsunori Kobayashi
    • Journal Title

      INTERSPEECH

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Computationally Efficient Information Estimator for Weighted Data2011

    • Author(s)
      Hideitsu Hino, Noboru Murata
    • Journal Title

      Artificial Neural Networks and Machine Learning

      Volume: vol.6792 Pages: 301-308

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Speaker recognition using multiple kernel learning based on conditional entropy minimization2011

    • Author(s)
      Tetsuji Ogawa, Hideitsu Hino, Noboru Murata, Tetsunori Kobayashi
    • Journal Title

      Acoustics, Speech and Signal Processing

      Pages: 2204-2207

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Extraction of Basic Patterns of Household Energy Consumption2011

    • Author(s)
      Haoyang Shen, Hideitsu Hino, Noboru Murata, Shinji Wakao
    • Journal Title

      Machine Learning and Applications, Fourth International Conference on

      Volume: 2 Pages: 275-280

    • DOI

      10.1109/icmla.2011.68

    • NAID

      110008694777

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Measure of Credibility of Solar Power Prediction2011

    • Author(s)
      Haoyang Shen, Hideitsu Hino, Noboru Murata, Shinji Wakao
    • Journal Title

      Machine Learning and Applications, Fourth International Conference on

      Volume: 2 Pages: 286-291

    • DOI

      10.1109/icmla.2011.14

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Speaker verification robust to talking style variation using multiple kernel learning based on conditional entropy minimization2011

    • Author(s)
      Tetsuji Ogawa, Hideitsu Hino, Noboru Murata, Tetsunori Kobayashi
    • Journal Title

      Proceedings of INTERSPEECH-2011

      Pages: 2741-2744

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] New Probabilistic Bounds on Eigenvalues and Eigenvectors of Random Kernel Matrices2011

    • Author(s)
      Nima Reyhani, Hideitsu Hino, Ricardo Vigario
    • Journal Title

      Proceedings of the Twenty-Seventh Conference Annual Conference on Uncertainty in Artificial Intelligence (UAI-11)

      Pages: 627-634

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Computationally Efficient Information Estimator for Weighted Data2011

    • Author(s)
      Hideitsu Hino, Noboru Murata
    • Journal Title

      ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING &#8211 ; ICANN 2011 (Lecture Notes in Computer Science)

      Volume: 6792 Pages: 301-308

    • DOI

      10.1007/978-3-642-21738-8_39

    • ISBN
      9783642217371, 9783642217388
    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Speaker Recognition Using Multiple Kernel Learning Based on Conditional Entropy Minimization2011

    • Author(s)
      T.Ogawa, H.Hino, N.Reyhani, N.Murata, T.i Kobarashi
    • Journal Title

      Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on

      Pages: 2204-2207

    • DOI

      10.1109/icassp.2011.5946918

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multiple Kernel Learning by Conditional Entropy Minimization2010

    • Author(s)
      Hideitsu Hino, Nima Reyhani, Noboru Murata
    • Journal Title

      International Conference on Machine Learning and Applications

      Pages: 223-228

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Conditional Entropy Minimization Criterion for Dimensionality Reduction and Multiple Kernel Learning2010

    • Author(s)
      Hideitsu Hino, Noboru Murata
    • Journal Title

      Neural Computation

      Volume: 22 Pages: 2887-2923

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] クラスタリングによる家庭消費電力パターンの抽出2011

    • Author(s)
      沈浩洋, 日野英逸, 村田昇
    • Organizer
      第86回数理モデル化と問題解決研究会
    • Place of Presentation
      電気通信大学(東京都)
    • Year and Date
      2011-12-01
    • Related Report
      2011 Annual Research Report
  • [Presentation] JITモデリングによる太陽光発電量予測とその信頼性評価2011

    • Author(s)
      沈浩洋, 日野英逸, 村田昇
    • Organizer
      第86回数理モデル化と問題解決研究会
    • Place of Presentation
      電気通信大学(東京都)
    • Year and Date
      2011-12-01
    • Related Report
      2011 Annual Research Report
  • [Presentation] ガウス性に基づく多重カーネル学習2011

    • Author(s)
      日野英逸, 村田昇
    • Organizer
      第14回情報論的学習理諭ワークショップ
    • Place of Presentation
      奈良女子大学(奈良県)
    • Year and Date
      2011-11-10
    • Related Report
      2011 Annual Research Report
  • [Presentation] ブートストラップフィルタによる溶鋼温度分布の予測と制御2011

    • Author(s)
      園田翔, 村田昇, 日野英逸, 進藤史裕, 北田宏, 加納学
    • Organizer
      日本鉄鋼協会第162回秋季講演大会
    • Place of Presentation
      大阪大学(大阪府)
    • Year and Date
      2011-09-01
    • Related Report
      2011 Annual Research Report
  • [Presentation] 条件付きエントロピー最小化基準に基づくマルチカーネル学習を用いた発話スタイル変動に頑健な話者照合2011

    • Author(s)
      小川哲司, 日野英逸, 村田昇, 小林哲則
    • Organizer
      87回音声言語情報処理研究会
    • Place of Presentation
      定山渓グランドホテル瑞苑(北海道)
    • Year and Date
      2011-07-21
    • Related Report
      2011 Annual Research Report
  • [Presentation] クラスタリングによる家庭消費電力パターンの抽出2011

    • Author(s)
      沈浩洋, 日野英逸, 村田昇
    • Organizer
      数理モデル化と問題解決研究会
    • Related Report
      2011 Final Research Report
  • [Presentation] ガウス性に基づく多重カーネル学習2011

    • Author(s)
      日野英逸, 村田昇
    • Organizer
      第14回情報論的学習理論ワークショップ
    • Related Report
      2011 Final Research Report
  • [Presentation] クラス内変動に頑健なカーネルマシンと話者照合への適用2011

    • Author(s)
      小川哲司, 日野英逸, 村田昇, 小林哲則
    • Organizer
      日本音響学会2011年秋季研究発表会
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] 太陽光発電量予測とその信頼性評価2011

    • Author(s)
      村田昇, 沈浩洋, 日野英逸
    • Organizer
      日本鉄鋼協会第162回秋季講演大会
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] 条件付きエントロピー最小化基準に基づくマルチカーネル学習を用いた発話スタイル変動に頑健な話者照合2011

    • Author(s)
      小川哲司, 日野英逸, 村田昇, 小林哲則
    • Organizer
      第87回音声言語情報処理研究会
    • Related Report
      2011 Final Research Report
  • [Presentation] マルチカーネル学習を用いた話者認識における最適化の検討2010

    • Author(s)
      小川哲司
    • Organizer
      第84回音声言語処理研究会
    • Place of Presentation
      オリンピック記念センター
    • Year and Date
      2010-12-20
    • Related Report
      2010 Annual Research Report
  • [Presentation] クロスエントロピー最適化を用いた株価予測値の安定化手法2010

    • Author(s)
      三浦和起
    • Organizer
      第81回数理モデル化と問題解決研究会
    • Place of Presentation
      九州大学伊都キャンパス
    • Year and Date
      2010-12-16
    • Related Report
      2010 Annual Research Report
  • [Presentation] ultiple Kernel Learning by Conditional Entropy Minimization2010

    • Author(s)
      Hideitsu Hino
    • Organizer
      The 9th International Conference on Machine Learning and Applications
    • Place of Presentation
      Washington D.C.
    • Year and Date
      2010-12-12
    • Related Report
      2010 Annual Research Report
  • [Presentation] 分位点に基づく重みつきデータの情報量推定手法とその応用2010

    • Author(s)
      日野英逸
    • Organizer
      第13回情報論的学習理論ワークショップ(IBIS2010)(情報論的学習理論と機械学習研究会)
    • Place of Presentation
      東京大学生産技術研究所
    • Year and Date
      2010-11-05
    • Related Report
      2010 Annual Research Report
  • [Presentation] 情報論的な最適化に基づくマルチカーネル学習を用いた話者認識2010

    • Author(s)
      小川哲司
    • Organizer
      日本音響学会2010年秋季研究発表会
    • Place of Presentation
      関西大学千里山キャンパス
    • Year and Date
      2010-09-14
    • Related Report
      2010 Annual Research Report
  • [Presentation] 分位点に基づく重み付きデータの情報量推定手法とその応用2010

    • Author(s)
      日野英逸, 村田昇
    • Organizer
      第13回情報論的学習理論ワークショップ
    • Related Report
      2011 Final Research Report

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Published: 2010-08-27   Modified: 2016-04-21  

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