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On efficient configuration in multidimensional scaling

Research Project

Project/Area Number 26330035
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Statistical science
Research InstitutionThe University of Tokyo

Principal Investigator

Kurata Hiroshi  東京大学, 大学院情報学環, 教授 (50284237)

Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2015: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2014: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords多次元尺度構成法 / ユークリッド距離行列 / 一般逆行列 / 行列の順序 / Moore-Penrose 一般逆行列 / 非類似度行列 / core inverse / core partial ordering / セル行列 / ムーア・ペンローズ逆行列 / ラプラシアン
Outline of Final Research Achievements

In this research, I discussed the problem of constructing efficient configuration in multidimensional scaling. In particular, I studied some properties of Euclidean distance matrices (EDMs) in detail. First I focused on a class of cell matrices, which is a subset of EDMs and has a very simple strucuture. Since the class has various potential applications to real data analysis, I studied its properties from geometric and linear algebraic points of view. Next I derived a general expression for the EDM closest to a given cell matrix and the Moore-Penrose inverse of an EDM. Both results give a theoretic basis for efficient configuration in multidimnsional scaling. I also defined a prodct on the set of EDMs and studied its properties.

Report

(5 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (18 results)

All 2018 2017 2016 2015 2014 Other

All Int'l Joint Research (4 results) Journal Article (9 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 9 results,  Open Access: 2 results,  Acknowledgement Compliant: 4 results) Presentation (5 results) (of which Int'l Joint Research: 1 results)

  • [Int'l Joint Research] インド統計研究所(インド)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] インド統計研究所(インド)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] インド統計研究所(インド)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research] テキサスA&M大学(米国)

    • Related Report
      2015 Research-status Report
  • [Journal Article] Some theorems on on the core inverse of matrices and the core partial ordering2018

    • Author(s)
      Hiroshi Kurata
    • Journal Title

      Applied Mathematics and Computation

      Volume: 316 Pages: 43-51

    • DOI

      10.1016/j.amc.2017.07.082

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Covariance structure associated with an equality between general ridge estinmators2018

    • Author(s)
      Koji Tsukuda and Hiroshi Kurata
    • Journal Title

      Statistical Papers

      Volume: 印刷中

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Moore-Penrose inverses of a hollow symmetric matrix and a predistance matrix2016

    • Author(s)
      Hirohi Kurata and Ravindra B. Bapat
    • Journal Title

      Special Matirces

      Volume: 4 Issue: 1 Pages: 270-282

    • DOI

      10.1515/spma-2016-0028

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Best equivariant estimator of regression coefficients in a seemingly unrelated regression model with known correlation matrix2016

    • Author(s)
      Hiroshi Kurata and Shun Matsuura
    • Journal Title

      Annals of the Institute of Statistical Mathematics

      Volume: 68 Issue: 4 Pages: 405-723

    • DOI

      10.1007/s10463-015-0512-2

    • NAID

      40020885641

    • Related Report
      2016 Research-status Report 2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Moore-Penrose inverse of a Euclidean distance matrix2015

    • Author(s)
      Hiroshi Kurata and Ravindra B Bapat
    • Journal Title

      Linear Algebra and its Applications

      Volume: 472 Pages: 106-117

    • DOI

      10.1016/j.laa.2015.01.032

    • Related Report
      2015 Research-status Report 2014 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] The cell matrix closest to a given Euclidean distance matrix2015

    • Author(s)
      Hiroshi Kurata and Pablo Tarazaga
    • Journal Title

      Linear Algebra and its Applications

      Volume: 485 Pages: 194-207

    • DOI

      10.1016/j.laa.2015.07.030

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Optimal estimators of principal points for minimizing expected mean squared distance2015

    • Author(s)
      Shun Matsuura, Hiroshi Kurata and Thaddeus Tarpey
    • Journal Title

      Journal of Statistical Planning and Inference

      Volume: 167 Pages: 102-122

    • DOI

      10.1016/j.jspi.2015.05.005

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Principal Points for an Allometric Extension Model2014

    • Author(s)
      Shun Matsuura, Hiroshi Kurata
    • Journal Title

      Statistical Papers

      Volume: - Issue: 3 Pages: 853-870

    • DOI

      10.1007/s00362-013-0532-z

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] On cell matrices: a class of Euclidean distance matrices2014

    • Author(s)
      Pablo Tarazaga and Hiroshi Kurata
    • Journal Title

      Applied Mathematics and Computation

      Volume: 238 Pages: 468-474

    • DOI

      10.1016/j.amc.2014.04.026

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Presentation] Some theorems onSome theorems on the core inverse of matrices and the core partial ordering2017

    • Author(s)
      Hiroshi Kurata
    • Organizer
      International Linear Algebra Society
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] SURモデルにおける相関係数が既知のときの分散共分散行列の最良共変推定について2017

    • Author(s)
      松浦峻・倉田博史
    • Organizer
      統計関連連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 二つの一般リッジ推定量を等しくする共分散構造2017

    • Author(s)
      佃康司・倉田博史
    • Organizer
      日本数学会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 相関係数が既知の見かけ上無関係な回帰(SUR)モデルにおける最良共変推定量2014

    • Author(s)
      倉田博史
    • Organizer
      統計関連連合大会
    • Place of Presentation
      東京都文京区 東京大学
    • Year and Date
      2014-09-15
    • Related Report
      2014 Research-status Report
  • [Presentation] GLSEの基礎研究の概要2014

    • Author(s)
      倉田博史
    • Organizer
      統計関連連合大会
    • Place of Presentation
      東京都文京区 東京大学
    • Year and Date
      2014-09-14
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2022-01-24  

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