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Efficient Algorithms for Large Optimization Problems

Research Project

Project/Area Number 12680433
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field 社会システム工学
Research InstitutionTokyo Institute of Technology

Principal Investigator

MIZUNO Shinji  Tokyo Institute of Technology, Graduate School of Decision Science and Technology, Professor, 大学院・社会理工学研究科, 教授 (90174036)

Co-Investigator(Kenkyū-buntansha) NAKATA Kazuhide  Tokyo Institute of Technology, Graduate School of Decision Science and Technology, Assistant Professor, 大学院・社会理工学研究科, 助手 (00312984)
YAJIMA Yasutoshi  Tokyo Institute of Technology, Graduate School of Decision Science and Technology, Associate Professor, 大学院・社会理工学研究科, 助教授 (80231645)
宇野 毅明  国立情報学研究所, 情報学基礎研究系, 助教授 (00302977)
Project Period (FY) 2000 – 2002
Project Status Completed (Fiscal Year 2002)
Budget Amount *help
¥3,400,000 (Direct Cost: ¥3,400,000)
Fiscal Year 2002: ¥1,000,000 (Direct Cost: ¥1,000,000)
Fiscal Year 2001: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2000: ¥1,500,000 (Direct Cost: ¥1,500,000)
KeywordsOptimization / Algorithm / Interior Point Method / Linear Programming / 最適化問題
Research Abstract

This research aims to develop efficient algorithms for solving large optimization problems and to investigate their theoretical properties and practical usage. In 2000, we did basic research for the purpose. There are 3 types of variables, free variables, nonnegative variables and bounded variables. in large optimization problems. We investigated efficient algorithms which can handle all these types of variables simultaneously. In 2001, we studied algorithms for solving large problems with a special structure. Especially, we proposed a new algorithm for solving multistage stochastic programming problems. These problems could be very large when the number of stages is not small. We use the special structure of the problems and developed an efficient algorithm for them. In 2002, we investigated a new algorithm for solving large linear and nonlinear programming problems. The algorithm uses a logarithmic transformation to the variables in the problem. This transformation makes the path of centers smooth and the algorithm efficient. From some preliminary computational experiment, we found that the algorithm can solve large problems very quickly.

Report

(4 results)
  • 2002 Annual Research Report   Final Research Report Summary
  • 2001 Annual Research Report
  • 2000 Annual Research Report
  • Research Products

    (20 results)

All Other

All Publications (20 results)

  • [Publications] S.Mizuno, M.J.Todd: "On two Homogeneous Self-Dual Systems for LP and Its Extension"Mathematical Programming. 89. 517-534 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 西部晋, 水野眞治: "上下限制約がある線形計画問題に対する内点法"最適化:モデリングとアルゴリズム. 148. 250-261 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 中田和秀: "大規模線形方程式を解くためのクリロフ部分空間法の前処理"数理解析研講究録. 1228. 52-64 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 水野眞治: "特殊な構造を持つ線形計画問題の内点法"数理解析研講究録. 1297. 234-244 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 矢島安敏: "数理計画法とサポートベクターマシン"日本OR学会シンポジウム集. 49. 1-6 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 小島, 土谷, 水野, 矢部: "内点法"朝倉書店. 285 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S. Mizuno and M. J. Todd: "On Two Homogeneous Self-Dual Systems for Linear Programming and Its Extensions"Mathematical Programming. 89, NO.3. 517-534 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S. Mizuno: "An Interior-Point Algorithm for a Linear Programming Problem with Special Structure"New Trends in Optimization and Computational Algorithms, The Institute of Statistical Mathematics. 31-32 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S. Nishibu and S. Mizuno: "Interior Point Methods for Linear Programming with Bounded Variables"Optimization : Modeling and Algorithm 15, ISM Cooperative Research Report. 148. 250-261 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S.-L. Zhang, K. Nakata and M. Kojima: "Complete Orthogonalization Preconditioner for Solving Large and Dense Linear Systems which Arise from Semidefinite Programming"Applied Numerical Mathematics. 41. 235-245 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] S. Mizuno: "Interior Point Methods for Structured Linear Programming Problems"RIMS Kokyuroku. 1297. 234-244 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] K. Nakata, K. Fujisawa, M. Fukuda, M. Kojima and K. Murota: "Exploiting Sparsity in Semidefinite Programming via Matrix Completion II : Implementation and Numerical Results"Mathematical Programming B. 95. 303-327 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Yasutoshi Yajima: "Mathematical Programming and Support Vector Machine"Proceedings of the ORSJ Symposium. 49. 1-6 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 水野眞治: "特殊な構造を持つ線形計画問題の内点法"数理解析研究所講究録1297. 1297. 234-244 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 矢島安敏: "数理計画法とサポートベクターマシン"日本OR学会シンポジウム:数理計画の理論と実装. 49. 1-6 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] S.Mizuno, M.J.Todd: "On two homogeneous self-dual systems for linear Programming and its Extensions"Mathematical Programming. 89・3. 517-534 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 西部晋, 水野眞治: "上下限制約がある線形計画問題に対する内点法"最適化モデリングとアルゴリズム. 15.

    • Related Report
      2001 Annual Research Report
  • [Publications] 水野眞治: "最適化問題の内点法について"日本応用数理学会2001年度年会講演予稿集. 278-279 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 小島政和, 土谷隆, 水野眞治, 矢部博: "内点法"朝倉書店. 285 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 水野真治: "自己双対線形計画問題と内点法"第12回RAMPシンポジウム論文集. 12. 31-42 (2000)

    • Related Report
      2000 Annual Research Report

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Published: 2000-04-01   Modified: 2016-04-21  

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