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Tensor data processing based on Kronecker product representation

Research Project

Project/Area Number 20700165
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Perception information processing/Intelligent robotics
Research InstitutionKyushu University

Principal Investigator

INOUE Kohei  Kyushu University, 芸術工学研究院, 助教 (70325570)

Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2010: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2009: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2008: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords画像情報処理 / クロネッカー積 / テンソル / 最良ランク1近似 / 次元削減 / 対称2次元線形判別分析 / 顔認識 / 多重線形主成分分析 / ロバスト化 / ラグランジュ乗数法 / 同時低ランク近似 / 高階特異値分解
Research Abstract

Kronecker products defined for vectors and matrices are extended for general multi-dimensional arrays (tensors), and several methods for tensor data processing are developed in this research. First, a relationship between the approximation with Kronecker products of a tensor and the best rank-1 approximations is shown. Next, an approximation problem with Kronecker products of tensors is presented and an iterative algorithm for solving the problem is derived, and then the Kronecker product representation of the best rank-1 approximation of a tensor is generalized.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (21 results)

All 2010 2009 2008 Other

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (16 results) Remarks (1 results)

  • [Journal Article] テンソルの同時低ランク近似と主成分分析の関係2008

    • Author(s)
      井上光平, 原健二, 浦浜喜一
    • Journal Title

      情報処理学会論文誌(CVIM) 1巻

      Pages: 1-9

    • NAID

      110007990122

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] n-mode singular vector selection in higher-order singular value decomposition2008

    • Author(s)
      K.Inoue, K.Urahama
    • Journal Title

      MICE Trans.Fundamentals of Electronics, Communications and Computer Sciences vol.E91-A

      Pages: 3380-3384

    • NAID

      10026853656

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] テンソルの同時低ランク近似と主成分分析の関係2008

    • Author(s)
      井上光平, 他
    • Journal Title

      情報処理学会論文誌コンピュータビジョンとイメージメデイア(CVIM) 1

      Pages: 1-9

    • NAID

      110007990122

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] n-Mode Singular Vector Selection in Higher-Order Singular Value Decomposition2008

    • Author(s)
      K. Inoue, et.al.
    • Journal Title

      IEICE Trans. Fundamentals of Electronics, Cmmounications and Computer Sciences E91-A

      Pages: 3380-3384

    • NAID

      10026853656

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] Non-iterative symmetric 2DLDA2010

    • Author(s)
      K.Inoue, et al.
    • Organizer
      2nd China-Japan-Korea Joint Workshop on Pattern Recognition (CJKPR2010)
    • Place of Presentation
      福岡市
    • Year and Date
      2010-11-04
    • Related Report
      2010 Annual Research Report
  • [Presentation] テンソルの最良ランク(R1, R2,…,RN)近似のクロネッカー積表現2010

    • Author(s)
      井上光平, 他
    • Organizer
      画像の認識・理解シンポジウム
    • Place of Presentation
      釧路市
    • Year and Date
      2010-07-29
    • Related Report
      2010 Annual Research Report
  • [Presentation] テンソルの最良ランク(R1, R2, …, RN)近似のクロネッカー積近似2010

    • Author(s)
      井上光平, 原健二, 浦浜喜一
    • Organizer
      画像の認識・理解シンポジウム(MIRU), IS3-11,, pp.1627-1632
    • Related Report
      2010 Final Research Report
  • [Presentation] Non-iterative symmetric 2DLDA2010

    • Author(s)
      K.Inoue, K.Hara, K.Urahama
    • Organizer
      China-Japan-Korea Joint Workshop on Pattern Recognition (CJKPR), pp.5-8
    • Related Report
      2010 Final Research Report
  • [Presentation] A Derivation of the Trace Difference Optimization Algorithm for the Trace Ratio Optimization Problem2009

    • Author(s)
      K.Inoue, et al.
    • Organizer
      International Symposium on Nonlinear Theory and its Applications (NOLTA)
    • Place of Presentation
      札幌市
    • Year and Date
      2009-10-21
    • Related Report
      2009 Annual Research Report
  • [Presentation] Robust Multilinear Principal Component Analysis2009

    • Author(s)
      K.Inoue, et al.
    • Organizer
      Intemational Conference on Computer Vision(ICCV)
    • Place of Presentation
      京都市
    • Year and Date
      2009-09-29
    • Related Report
      2009 Annual Research Report
  • [Presentation] 複数のテンソルデータの同時クロネッカー積近似2009

    • Author(s)
      井上光平, 他
    • Organizer
      画像の認識・理解シンポジウム
    • Place of Presentation
      松江市
    • Year and Date
      2009-07-20
    • Related Report
      2009 Annual Research Report
  • [Presentation] Robust Simultaneous Low Rank Approximation of Tensors2009

    • Author(s)
      K. Inoue, et.al.
    • Organizer
      The 3rd Pacific-Rim Symposium on Image and Video Technology (PSIVT2009)
    • Place of Presentation
      国立情報学研究所
    • Year and Date
      2009-01-14
    • Related Report
      2008 Annual Research Report
  • [Presentation] Robust simultaneous low rank approximation of tensors2009

    • Author(s)
      K.Inoue, K.Hara, K.Urahama
    • Organizer
      Pacific-Rim Symposium on Image and Video Technology (PSIVT), LNCS5414,, pp.574-584
    • Related Report
      2010 Final Research Report
  • [Presentation] 複数のテンソルデータの同時クロネッカー積近似2009

    • Author(s)
      井上光平, 原健二, 浦浜喜一
    • Organizer
      画像の認識・理解シンポジウム(MIRU), IS1-5,, pp.442-447
    • Related Report
      2010 Final Research Report
  • [Presentation] Robust multilinear principal component analysis2009

    • Author(s)
      K.Inoue, K.Hara, K.Urahama
    • Organizer
      International Conference on Computer Vision (ICCV), pp.591-597
    • Related Report
      2010 Final Research Report
  • [Presentation] A derivation of the trace difference optimization algorithm for the trace ratio optimization problem2009

    • Author(s)
      K.Inoue, K.Hara, K.Urahama
    • Organizer
      International Symposium on Nonlinear Theory and its Applications (NOLTA), pp.572-575
    • Related Report
      2010 Final Research Report
  • [Presentation] 複数のテンソルデータのロバスト同時低ランク近似2008

    • Author(s)
      井上光平, 他
    • Organizer
      電子情報通信学会技術研究報告(PRMU研究会)
    • Place of Presentation
      熊本大学
    • Year and Date
      2008-12-18
    • Related Report
      2008 Annual Research Report
  • [Presentation] テンソルのクロネッカー積近似と最良ランク1近似の関係2008

    • Author(s)
      井上光平, 他
    • Organizer
      画像の認識・理解シンポジウム(MIRU)
    • Place of Presentation
      軽井沢プリンスホテル
    • Year and Date
      2008-07-30
    • Related Report
      2008 Annual Research Report
  • [Presentation] テンソルのクロネッカー積近似と最良ランク1近似の関係2008

    • Author(s)
      井上光平, 原健二, 浦浜喜一
    • Organizer
      画像の認識・理解シンポジウム(MIRU), IS3-1, pp.866-871
    • Related Report
      2010 Final Research Report
  • [Presentation] 複数のテンソルデータのロバスト同時低ランク近似2008

    • Author(s)
      井上光平, 原健二, 浦浜喜一
    • Organizer
      電子情報通信学会技術研究報告(PRMU), vol.108, no.363, pp.123-128
    • Related Report
      2010 Final Research Report
  • [Remarks] ホームページ等

    • Related Report
      2010 Final Research Report

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Published: 2008-04-01   Modified: 2016-04-21  

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