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Algorithms for Optimization Problems and Systems of Bilinear Equations over Positive Definite Symmetric Matrices and its Applicatoins

Research Project

Project/Area Number 11680463
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 InstitutionThe Institute of Statistical Mathematics

Principal Investigator

TSUCHIYA Takashi  Department of Prediction and Control, The Institute of Statistical Mathematics, 予測制御研究系, 助教授 (00188575)

Project Period (FY) 1999 – 2001
Project Status Completed (Fiscal Year 2001)
Budget Amount *help
¥3,400,000 (Direct Cost: ¥3,400,000)
Fiscal Year 2001: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 2000: ¥1,600,000 (Direct Cost: ¥1,600,000)
Fiscal Year 1999: ¥1,100,000 (Direct Cost: ¥1,100,000)
KeywordsSemidefinited programming / Second-order cone programming / Linear programming / Graphical models / JB algebra / Magnetic shielding design problem / Vavasis-ya algorithm / Optimization over infinite-dimensional spaces / ロバスト最適化 / Euclidean Jordan Algebra / Vavasis-Ye アルゴリズム / 組合せ最適化問題 / 主双対内点法 / 統計モデル / 最適設計 / グラフィカルモデル推定 / 情報量基準 / メタヒューリスティックス
Research Abstract

Typical examples of optimization problems and systems of bilinear equations over the set of positive definite symmetic cones are semidefinite programming (SDP) and the systems bilinear equations arising from SDP. In this research, we also studied linear programming (LP) and second-order cone programming (SOCP) as special cases of SDP. The topics we continued to study from the past and related to the project is : (1) Polynomi-ality analysis of primal-dual interior-point algorithms for SDP ; (2) Polynomiality analysis of primal-dual interior-point algorithms for SOCP ; (3) Costruction of a counter example of global convergence of, the affine-scaling algorithm for LP. We published three papers on these topics in the term of the project. There are the following four other new topics we studied in the project : (4) Application of SDP to estimation of graphical models ; (5) Application of SOCP to optimal design of magnetic shielding in linear motor car (new bullet train) ; (6) Modification of the Vavasis-Ye polynomial-time interior-point algorithm for linear programming whose complexity just depends on the coeflicient matrix A ; (7) Extension of polynomial-time primal-dual interior-point, algorithms to inflnite, , dimensional problems using JB algebras. We also implemented the dual affine-scaling algorithm for LP and the primal-dual path-following algorithms for SDP, and made attempt, s to solve standard benchmark problems.

Report

(4 results)
  • 2001 Annual Research Report   Final Research Report Summary
  • 2000 Annual Research Report
  • 1999 Annual Research Report
  • Research Products

    (19 results)

All Other

All Publications (19 results)

  • [Publications] R.D.C.Monteiro, T.Tsuchiya: "Polynomiality of a new family of primal-dual algorithms for semidefinite programming"SIAM Journal on Optimization. Vol.9. 551-577 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] T.Terlaky, T.Tsuchiya: "A note on Mascarenhas' counter example about global convergence of the affine scaling algorithm"Applied Mathematics and Optimization. Vol.40. 287-314 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] T.Tsuchiya: "A convergence analysis of the scaling-invariant primal-dual path-following algorithms for second-order cone programming"Optimization Methods and Software. Vol.11&12. 141-182 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] R.D.C.Monteiro, Takashi Tsuchiya: "Polynomial convergence of primal-dual algorithms for the second-order cone program based on the MZ-family of directions"Mathematical Programming. Vol.88. 61-83 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Renato D.C.Monteiro, Takashi Tsuchiya: "A variant of the Vavasis-Ye layered-step interior-point algorithm for linear programming"SIAM Journal on Optimization. (To appear).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 小島政和, 土谷隆, 水野眞治, 矢部博: "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
      2001 Final Research Report Summary
  • [Publications] R.D.C. Monteiro and T. Tsuchiya: "Polynomiality of a new faimly of primal-dual algorithms for semidefinite programming"SIAM Journal on Optimzation. Vol.9. 551-577 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] T. Terlaky and T. Tsuchiya: "A note on Mascarenhas' counter example about global convergence of the affine scaling algorithm"Applied Mathematics and Optimization. Vol.40. 287-314 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] T. Tsuchiya: "A convergence analysis of the scaling-invariant primal-dual path-following algorithms for second-order cone programming"Optimization Methods and Software. Vol.11 and 12. 141-182 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] R.D.C. Monteiro and T. Tsuchiya: "Polynomial convergence of primal-dual algorithms for the second-order cone program based on the MZ-family of directions"Mathematical Programming. Vol.88. 61-83 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] R.D.C. Monteiro and T. Tsuchiya: "A Variant of the Vavasis-Ye layered-step interiorpoint algorithm for liner programming"Research Memorandum No.793, The Institute of Statistical Mathematics. (To appear in SIAM Journal on Optimazation). (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] M. Kojima, T. Tsuchiya, S. Mizuno and H. Yabe: "Interior-point Algorithms"Asakura Shoten. (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Renato D.C.Monteiro, Takashi Tsuchiya: "A variant of the Vavasis-Ye layered-step interior-point algorithm for linear programming"SIAM Journal on Optimization. (To appear).

    • Related Report
      2001 Annual Research Report
  • [Publications] 小島正和, 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] R.D.C.Monteiro and T.Tsuchiya: "Polynomial convergence of primal-dual algorithms for the second-order cone program based on the MZ-family of directions."Mathematical Programming. 88. 61-83 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] R. D. C. Monteiro and T. Tsuchiya: "Polynomiality of primal-dual algorithms for semidefinite linear conplementaity problems based on the Kojima-Shindoh-Hara family of directions"Mathematical Programming. 84. 39-53 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] R. D. C. Monteiro and T. Tsuchiya: "Polynomiality of a new family of primal-dual algorithms for semidefinite programming"SIAM Journal on Optimization. 9. 551-577 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] T. Terlaky and T. Tsuchiya: "A Note on Mascareuhas counter example about global convergence of the affine scaling algorithm"Applied Mathematics and Optimization. 40. 287-314 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] T. Tsuchiya: "A convergence analysis of the scaling-invariant primal-dual path-following algorithms for second-order cone programming"Optimization Methods and Software. 11 & 12. 141-182 (1999)

    • Related Report
      1999 Annual Research Report

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Published: 1999-04-01   Modified: 2016-04-21  

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