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A new paradigm in conic optimization: Optimization over the doubly nonnegative cone and software development

Research Project

Project/Area Number 23310099
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Social systems engineering/Safety system
Research InstitutionUniversity of Tsukuba

Principal Investigator

YOSHISE Akiko  筑波大学, システム情報系, 教授 (50234472)

Co-Investigator(Kenkyū-buntansha) YAMAMOTO Yoshitsugu  筑波大学, システム情報系, 教授 (00119033)
KUNO Takahito  筑波大学, システム情報系, 教授 (00205113)
SHIGENO Maiko  筑波大学, システム情報系, 准教授 (40272687)
HACHIMORI Masahiro  筑波大学, システム情報系, 准教授 (00344862)
Co-Investigator(Renkei-kenkyūsha) FUJISAWA Katsuki  九州大学, 数理学研究院, 教授 (40303854)
YAMASHITA Makoto  東京工業大学, 情報理工学研究科, 准教授 (20386824)
WAKI Hayato  九州大学, 数理学研究院, 准教授 (00567597)
Project Period (FY) 2011-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥11,050,000 (Direct Cost: ¥8,500,000、Indirect Cost: ¥2,550,000)
Fiscal Year 2013: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2012: ¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2011: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Keywords錐最適化 / 二重非負値行列錐 / 半正定値緩和問題 / 共正値緩和問題 / 内点法 / 組合せ最適化 / 半正定値計画問題 / 二重非負値計画問題 / 凸最適化 / 自己整合障壁関数
Outline of Final Research Achievements

The aim of this study is to propose new algorithms for solving a conic optimization problem, the doubly nonnegative optimization problem which is an optimization problem over the doubly nonnegative cone. Conic optimization includes a wide range of convex optimization problems, e.g., linear programs and semidefinite programs. There have been many studies that provide evidence of effectiveness of the semidefinite relaxation for combinatorial optimization problems and several commercial software packages for solving semidefinite programs have been developed. Our recent experiments showed that a tighter relaxation, the doubly nonnegative relaxation, is quite efficient for some classes of combinatorial optimization problems. However, in spite of its efficiency, it sometimes takes a quite long time to solve the doubly nonnegative programs using existing algorithms. To overcome the difficulty, we proposed an algorithm based on a new idea, implemented and improved it.

Report

(4 results)
  • 2014 Final Research Report ( PDF )
  • 2013 Annual Research Report
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • Research Products

    (33 results)

All 2015 2014 2013 2012 2011 Other

All Journal Article (11 results) (of which Open Access: 2 results,  Peer Reviewed: 4 results,  Acknowledgement Compliant: 1 results) Presentation (20 results) (of which Invited: 5 results) Remarks (2 results)

  • [Journal Article] An LP based algorithm to test copositivity2015

    • Author(s)
      Akihiro Tanaka and Akiko Yoshise
    • Journal Title

      PACIFIC JOURNAL OF OPTIMIZATION

      Volume: 11 Pages: 101-120

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 円パッキング問題に対する半正定値緩和解の改良に関する考察2015

    • Author(s)
      横尾知孝、田中彰浩、吉瀬章子
    • Journal Title

      統計数理研究所共同研究リポート「最適化:モデリングとアルゴリズム」

      Volume: 27 Pages: 95-107

    • Related Report
      2013 Annual Research Report
  • [Journal Article] 非対称錐上の最適化問題に対する非許容型主内点法2014

    • Author(s)
      松川恭明、吉瀬章子
    • Journal Title

      統計数理研究所共同研究リポート「最適化:モデリングとアルゴリズム」

      Volume: 26 Pages: 106-121

    • Related Report
      2013 Annual Research Report
  • [Journal Article] 対称錐ではない凸錐上の最適化問題 -錐最適化と行列の非負性に関するいくつかの話題2014

    • Author(s)
      吉瀬章子
    • Journal Title

      システム/情報/制御

      Volume: 59 Pages: 27-32

    • Related Report
      2013 Annual Research Report
  • [Journal Article] 病床自動割当システムの作成2013

    • Author(s)
      鵜飼孝盛、吉瀬章子
    • Journal Title

      オペレーションズ・リサーチ : 経営の科学

      Volume: 58 Pages: 634-645

    • Related Report
      2013 Annual Research Report
    • Open Access
  • [Journal Article] A Primal Barrier Function Phase-I Algorithm for Nonsymmetric Conic Optimization Problems2013

    • Author(s)
      Yasuaki Matsukawa
    • Journal Title

      統計数理研究所共同研究リポート

      Volume: 306 Pages: 32-40

    • Related Report
      2012 Annual Research Report
  • [Journal Article] Virtual Machine Packing Algorithms for Lower Power Consumption2012

    • Author(s)
      Satoshi Takahashi
    • Journal Title

      4th IEEE International Conference on Cloud Computing Technology and Science

      Volume: 4 Pages: 161-168

    • DOI

      10.1109/cloudcom.2012.6427493

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 対称錐ではない凸錐上の最適化問題  -完全正値行列錐と共正値行列錐にまつわるいくつかの話題-2012

    • Author(s)
      松川恭明
    • Journal Title

      RAMPシンポジウム予稿集

      Volume: 24 Pages: 69-85

    • Related Report
      2012 Annual Research Report
  • [Journal Article] 高校生が挑む『●●をうまく決めて■■を最小に』2012

    • Author(s)
      吉瀬章子
    • Journal Title

      オペレーションズ・リサーチ

      Volume: 57 Pages: 211-217

    • Related Report
      2012 Annual Research Report
  • [Journal Article] A Primal Barrier Function Phase I Algorithm for Nonsymmetric Conic Optimization Problems,2012

    • Author(s)
      Yasuaki Matsukawa
    • Journal Title

      Japan Journal of Industrial and Applied Mathematics

      Volume: 29 Issue: 3 Pages: 499-517

    • DOI

      10.1007/s13160-012-0081-1

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Complementarity Problems over Symmetric Cones: A Survey of Recent Developments in Several Aspects2011

    • Author(s)
      Akiko Yoshise
    • Journal Title

      Handbook on Semidefinite, Conic and Polynomial Optimization

      Volume: 1 Pages: 339-376

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Presentation] An LP based algorithm to test copositivity2014

    • Author(s)
      Akihiro Tanaka and Akiko Yoshise
    • Organizer
      SIAM Optimization 2014
    • Place of Presentation
      San Diego, U.S.A.
    • Year and Date
      2014-05-19 – 2014-05-22
    • Related Report
      2013 Annual Research Report
  • [Presentation] 円パッキング問題に対する半正定値緩和解の改良に関する考察2014

    • Author(s)
      横尾知孝、田中彰浩、吉瀬章子
    • Organizer
      研究集会「最適化:モデリングとアルゴリズム」
    • Place of Presentation
      統計数理研究所(東京都)
    • Year and Date
      2014-03-25 – 2014-03-26
    • Related Report
      2013 Annual Research Report
  • [Presentation] An LP based algorithm to test copositivity2013

    • Author(s)
      Akihiro Tanaka and Akiko Yoshise
    • Organizer
      ICOTA 2013
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2013-12-16
    • Related Report
      2013 Annual Research Report
  • [Presentation] An LP based algorithm to test copositivity2013

    • Author(s)
      Akihiro Tanaka and Akiko Yoshise
    • Organizer
      ICCOPT 2013
    • Place of Presentation
      Lisbon, Portugal
    • Year and Date
      2013-07-27 – 2013-08-01
    • Related Report
      2013 Annual Research Report
  • [Presentation] 非対称錐上の最適化問題に対する非許容型主内点法2013

    • Author(s)
      松川恭明
    • Organizer
      研究集会「最適化:モデリングとアルゴリズム」
    • Place of Presentation
      統計数理研究所
    • Related Report
      2012 Annual Research Report
  • [Presentation] 行列の共正値性を判定する新しいアルゴリズムの提案2013

    • Author(s)
      田中彰浩
    • Organizer
      研究集会「最適化:モデリングとアルゴリズム」
    • Place of Presentation
      統計数理研究所
    • Related Report
      2012 Annual Research Report
  • [Presentation] 円パッキング問題に対する半正定値緩和に関する考察2013

    • Author(s)
      吉瀬章子
    • Organizer
      研究集会「最適化:モデリングとアルゴリズム」
    • Place of Presentation
      統計数理研究所
    • Related Report
      2012 Annual Research Report
  • [Presentation] 行列の共正値性を判定する新しいアルゴリズムの提案2013

    • Author(s)
      田中彰浩
    • Organizer
      日本オペレーションズ・リサーチ学会春季研究発表会
    • Place of Presentation
      東京大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] 非対称錐上の最適化問題に対する非許容型主内点法2013

    • Author(s)
      松川恭明
    • Organizer
      日本オペレーションズ・リサーチ学会春季研究発表会
    • Place of Presentation
      東京大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] 筑波大学附属病院における病床割当のモデル化2013

    • Author(s)
      武林佑弥
    • Organizer
      日本オペレーションズ・リサーチ学会春季研究発表会, 2013/03/05
    • Place of Presentation
      東京大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] , "Optimization over Nonsymmetric Convex Cones Several Topics Related to the Copositive and Completely Positive Cones,"2012

    • Author(s)
      Akiko Yoshise
    • Organizer
      The 5th International Conference on Optimization and Control with Applications (OCA 2012)
    • Place of Presentation
      中国石油大学(中国)
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Optimization over Nonsymmetric Convex Cones Several Topics Related to the Copositive and Completely Positive Cones2012

    • Author(s)
      Yasuaki Matsukawam Akihiro Tanaka and Akiko Yoshise
    • Organizer
      Workshop 1 on Large Scale Conic Optimization
    • Place of Presentation
      National University of Singapore (Singapore)
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] A Primal Barrier Function Phase-I Algorithm for Nonsymmetric Conic Optimization Problems2012

    • Author(s)
      Yasuaki Matsukawa
    • Organizer
      INFORMS Annual Meeting
    • Place of Presentation
      Phoenix Convention Center (U.S.A.)
    • Related Report
      2012 Annual Research Report
  • [Presentation] , "Optimization over Nonsymmetric Convex Cones Several Topics Related to the Copositive and Completely Positive Cones2012

    • Author(s)
      Akiko Yoshise
    • Organizer
      RAMP2012
    • Place of Presentation
      東北大学
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] A Primal Barrier Function Phase-I Algorithm for Nonsymmetric Conic Optimization Problems2012

    • Author(s)
      Yasuaki Matsukawa
    • Organizer
      ISMP2012
    • Place of Presentation
      Technische Universität Berlin (Germany)
    • Related Report
      2012 Annual Research Report
  • [Presentation] A Primal Barrier Function Phase-I Algorithm for Nonsymmetric Conic Optimization Problems,2012

    • Author(s)
      Yasuaki Matsukawa
    • Organizer
      日本オペレーションズ・リサーチ学会春季研究発表会
    • Place of Presentation
      防衛大学校
    • Related Report
      2011 Annual Research Report
  • [Presentation] A Primal Barrier Function Phase-I Algorithm for Nonsymmetric Conic Optimization Problems2012

    • Author(s)
      Akiko Yoshise
    • Organizer
      Graph CREST, International Workshop
    • Place of Presentation
      中央大学
    • Related Report
      2011 Annual Research Report
    • Invited
  • [Presentation] A Primal Barrier Function Phase-I Algorithm for Nonsymmetric Conic Optimization Problems2012

    • Author(s)
      Yasuaki Matsukawa and Akiko Yoshise
    • Organizer
      研究集会「最適化:モデリングとアルゴリズム」
    • Place of Presentation
      政策研究大学院大学
    • Related Report
      2011 Annual Research Report
  • [Presentation] 最適化モデリング人材育成の取り組み2011

    • Author(s)
      吉瀬章子
    • Organizer
      東京大学生産技術研究所 合原先端数理モデルプロジェクトセミナー
    • Place of Presentation
      東京大学生産技術研究所
    • Related Report
      2011 Annual Research Report
    • Invited
  • [Presentation] Optimization over the Doubly Nonnegative Cone2011

    • Author(s)
      Akiko Yoshise
    • Organizer
      SIAM Conference on Optimization
    • Place of Presentation
      Darmstadt Conference Center, Darmstadt, Germany
    • Related Report
      2011 Annual Research Report
  • [Remarks] Akiko Yoshise

    • URL

      http://infoshako.sk.tsukuba.ac.jp/~yoshise/

    • Related Report
      2012 Annual Research Report
  • [Remarks] Akiko Yoshise

    • URL

      http://infoshako.sk.tsukuba.ac.jp/~yoshise/

    • Related Report
      2011 Annual Research Report

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Published: 2011-04-06   Modified: 2019-07-29  

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