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Studies on Convex Optimization and Related Problems

Research Project

Project/Area Number 14350046
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Engineering fundamentals
Research InstitutionKYOTO UNIVERSITY

Principal Investigator

FUKUSHIMA Masao  Kyoto University, Graduate School of Informatics, Professor, 情報学研究科, 教授 (30089114)

Co-Investigator(Kenkyū-buntansha) CHEN Xiaojun  Hirosaki University, Faculty of Science and Technology, Professor, 理工学部, 教授 (70304251)
YAMAKAWA Eiki  Kansai University, Faculty of Engineering, Associate Professor, 工学部, 助教授 (20289333)
YAMASHITA Nobuo  Kyoto University, Graduate School of Informatics, Assistant Professor, 情報学研究科, 助手 (30293898)
Project Period (FY) 2002 – 2004
Project Status Completed (Fiscal Year 2004)
Budget Amount *help
¥9,600,000 (Direct Cost: ¥9,600,000)
Fiscal Year 2004: ¥3,200,000 (Direct Cost: ¥3,200,000)
Fiscal Year 2003: ¥3,200,000 (Direct Cost: ¥3,200,000)
Fiscal Year 2002: ¥3,200,000 (Direct Cost: ¥3,200,000)
Keywordsconvex optimization / mathematical programming / algorithm / complementarity problem / iterative method / 相補性問題
Research Abstract

Convex optimization is a basic research area which has been studied for a long time. It is also a very hot research area in which various applications of practical importance have recently been discovered as novel efficient solution methods such as interior point algorithms have been developed. The aim of this research is to develop practically efficient methods based on solid theoretical ground for solving convex optimization problems and related problems involving in particular constrained convex programming problems, positive semi-definite programming problems, and monotone complementarity problems, thereby contributing to expand the area of applications in engineering. The methods developed in this project are listed as follows : (1)Sequential quadratically constrained quadratic programming method for constrained convex programming problems ; (2)Regularized Newton method for minimizing convex functions with possibly singular Hessians ; (3)Active set identification technique in the proximal point method for monotone complementarity problems ; (4)Iterative methods for mathematical programs with equilibrium constraints ; (5)Smoothing Newton method for second-order cone complementarity problems ; (6)Matrix splitting method for second-order cone complementarity problems. Moreover, we introduced a new equilibrium concept in a non-cooperative game and studied it through a second-order cone complementarity problem. We have also studied nonlinear semidefinite programming problems and mathematical programs with equilibrium constraints under uncertainty. These studies will lead to our next research subject of robust optimization.

Report

(4 results)
  • 2004 Annual Research Report   Final Research Report Summary
  • 2003 Annual Research Report
  • 2002 Annual Research Report
  • Research Products

    (43 results)

All 2005 2004 2003 Other

All Journal Article (29 results) Publications (14 results)

  • [Journal Article] A modified relaxation scheme for mathematical programs with complementarity constraints2005

    • Author(s)
      G.H.Lin, M.Fukushima
    • Journal Title

      Annals of Operations Research 133

      Pages: 63-84

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Quasi-variational inequalities, generalized Nash equilibria, and multi-leader-follower games2005

    • Author(s)
      J.-S.Pang, M.Fukushima
    • Journal Title

      Computational Management Science 2

      Pages: 21-56

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A matrix splitting method for symmetric affine second-order cone complementarity problems2005

    • Author(s)
      S.Hayashi, T.Yamaguchi, N.Yamashita, M.Fukushima
    • Journal Title

      Journal of Computational and Applied Mathematics 175

      Pages: 335-353

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A class of stochastic mathematical programs with complementarity constraints : Reformulations and algorithms2005

    • Author(s)
      G.H.Lin, M.Fukushima
    • Journal Title

      Journal of Industrial and Management Optimization 1

      Pages: 99-122

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A trust region method for nonsmooth convex optimization2005

    • Author(s)
      N.Sagara, M.Fukushima
    • Journal Title

      Journal of Industrial and Management Optimization 1

      Pages: 171-180

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A smoothing implicit programming approach for solving a class of stochastic generalized semi-infinite programming problems2005

    • Author(s)
      C.Ling, X.Chen, M.Fukushima, L.Qi
    • Journal Title

      Pacific Journal of Optimization 1

      Pages: 127-145

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Regularization method for stochastic mathematical programs with complementarity constraints2005

    • Author(s)
      G.H.Lin, M.Fukushima
    • Journal Title

      European Series of Applied and Industrial Mathematics : Control, Optimization and the Calculus of Variations 11

      Pages: 252-265

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A combined smoothing and regularization method for monotone second-order cone complementarity problems2005

    • Author(s)
      S.Hayashi, N.Yamashita, M.Fukushima
    • Journal Title

      SIAM Journal on Optimization 15

      Pages: 593-615

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Regularization method for stochastic mathematical programs with complementarity constraints2005

    • Author(s)
      G.H.Lin, M.Fukushima
    • Journal Title

      European Series of Applied and Industrial Mathematics (ESAIM) : Control, Optimization and the Calculus of Variations (COCV) 11

      Pages: 252-265

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A trust region method for nonsmooth convex optimization2005

    • Author(s)
      N.Sagara, M.Fukushima
    • Journal Title

      Journal of Industrial Management Optimization Vol.1,No.1

      Pages: 171-180

    • Related Report
      2004 Annual Research Report
  • [Journal Article] A smoothing implicit programming approach for solving a class of stochastic generalized semi-infinite programming problems2005

    • Author(s)
      C.Ling, X.Chen, M.Fukushima, L.Qi
    • Journal Title

      Pacific Journal of Optimization Vol.1,No.1

      Pages: 127-145

    • Related Report
      2004 Annual Research Report
  • [Journal Article] A smoothing method for a mathematical program with P-matrix linear complementarity constraints2004

    • Author(s)
      X.Chen, M.Fukushima
    • Journal Title

      Computational Optimization and Applications 27

      Pages: 223-246

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] On the identification of degenerate indices in the nonlinear complementarity problem with the proximal point algorithm2004

    • Author(s)
      N.Yamashita, H.Dan, M.Fukushima
    • Journal Title

      Mathematical Programming 99

      Pages: 377-397

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Regularized Newton methods for convex minimization problems with singular solutions2004

    • Author(s)
      D.H.Li, M.Fukushima, L.Qi, N.Yamashita
    • Journal Title

      Computational Optimization and Applications 28

      Pages: 131-147

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Levenberg-Marquardt methods for constrained nonlinear equations with strong local convergence properties2004

    • Author(s)
      C.Kanzow, N.Yamashita, M.Fukushima
    • Journal Title

      Journal of Computational and Applied Mathematics 172

      Pages: 375-397

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Levenberg-Marquardt methods for constrained nonlinear equations with strong local convergence properties2004

    • Author(s)
      C.Kanzow, N.Yamashita, M.Fukushima
    • Journal Title

      Journal of Computational and Applied Mathematics Vo.172,No.2

      Pages: 375-397

    • Related Report
      2004 Annual Research Report
  • [Journal Article] A matrix splitting method for symmetric affine second-order cone complementarity problems2004

    • Author(s)
      S.Hayashi, T.Yamaguchi, N.Yamashita, M.Fukushima
    • Journal Title

      Journal of Computational and Applied Mathematics Vo.175,No.2

      Pages: 335-353

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Some exact penalty results for nonlinear programs and their applications to mathematical programs with equilibrium constraints2003

    • Author(s)
      G.H.Lin, M.Fukushima
    • Journal Title

      Journal of Optimization Theory and Applications 118

      Pages: 67-80

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] New relaxation method for mathematical programs with complementarity constraints2003

    • Author(s)
      G.H.Lin, M.Fukushima
    • Journal Title

      Journal of Optimization Theory and Applications 118

      Pages: 81-116

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A sequential quadratically constrained quadratic programming method for differentiable convex minimization2003

    • Author(s)
      M.Fukushima, Z.-Q.Luo, P.Tseng
    • Journal Title

      SIAM Journal on Optimization 13

      Pages: 1098-1119

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] The incremental Gauss-Newton algorithm with adaptive stepsize rule2003

    • Author(s)
      H.Moriyama, N.Yamashita, M.Fukushima
    • Journal Title

      Computational Optimization and Applications 26

      Pages: 107-141

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Hybrid approach with active set indentification for mathematical programs with complementarity constraints

    • Author(s)
      G.H.Lin, M.Fukushima
    • Journal Title

      Journal of Optimization Theory and Applications (掲載予定)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Successive linearization methods for nonlinear semidefinite programs

    • Author(s)
      C.Kanzow, C.Nagel, H.Kato, M.Fukushima
    • Journal Title

      Computational Optimization and Applications (掲載予定)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Hybrid approach with active set identification for mathematical programs with complementarity constraints

    • Author(s)
      G.H.Lin, M.Fukushima
    • Journal Title

      Journal of Optimization Theory and Applications (to appear)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Successive linearization methods for nonlinear semidefinite programs

    • Author(s)
      C.Kanzow, C.Nagel, H.Kato, M.Fukushima
    • Journal Title

      Computational Optimization and Applications (to appear)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A combined smoothing and regularization method for monotone second-order cone complementarity problems

    • Author(s)
      S.Hayashi, N.yamashita, M.Fukushima
    • Journal Title

      SIAM Journal on Optimization (印刷中)

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Robust Nash equilibria and second-order cone complementarity problems

    • Author(s)
      S.Hayashi, N.Yamashita, M.Fukushima
    • Journal Title

      Journal of Nonlinear and Convex Analysis (印刷中)

    • Related Report
      2004 Annual Research Report
  • [Journal Article] A new multi-class support vector algorithm

    • Author(s)
      P.Zhong, M.Fukushima
    • Journal Title

      Optimization Methods and Software (印刷中)

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Successive linearization methods for nonlinear semidefinite programs

    • Author(s)
      C.Kanzow, C.Nagel, H.Kato, M.Fukushima
    • Journal Title

      Computational Optimization and Applications (印刷中)

    • Related Report
      2004 Annual Research Report
  • [Publications] M.Fukushima, Z.-Q.Luo, P.Tseng: "A sequential quadratically constrained quadratic programming method for differentiable convex minimization"SIAM Journal on Optimization. Vol.13,No.4. 1098-1119 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] G.H.Lin, M.Fukushima: "New relaxation method for mathematical programs with complementarity constraints"Journal of Optimization Theory and Applications. Vol.118,No.1. 81-116 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] G.H.Lin, M.Fukushima: "Some exact penalty results for nonlinear programs and their applications to mathematical programs with equilibrium"Journal of Optimization Theory and Applications. Vol.118,No.1. 67-80 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] H.Moriyama, N.Yamashita, M.Fukushima: "The incremental Gauss-Newton algorithm with adaptive stepsize rule"Computational Optimization and Applications. Vol.26,No.2. 107-141 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] X.Chen, M.Fukushima: "A smoothing method for a mathematical program with P-matrix linear complementarity constraints"Computational Optimization and Applications. Vol.27,No.3. 223-246 (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] G.H.Lin, M.Fukushima: "A modified relaxation scheme for mathematical programs with complementarity constraints"Annals of Operations Research. (掲載予定).

    • Related Report
      2003 Annual Research Report
  • [Publications] D.H.Li, M.Fukushima, L.Qi, N.Yamashita: "Regularized Newton methods for convex minimization problems with singular solutions"Computational Optimization and Applications. (掲載予定).

    • Related Report
      2003 Annual Research Report
  • [Publications] N.Yamashita, H.Dan, M.Fukushima: "On the identification of degenerate indices in the nonlinear complementarity problem with the proximal point algorithm"Mathematical Programming. (掲載予定).

    • Related Report
      2003 Annual Research Report
  • [Publications] M.Fukushima, Z.-Q.Luo, P.Tseng: "A sequential quadratically constrained quadratic programming method for differentiable convex minimization"SIAM Journal on Optimization. (掲載予定).

    • Related Report
      2002 Annual Research Report
  • [Publications] G.H.Lin M.Fukushima: "A new relaxation method for mathematical programs with complementarity constraints"Journal of Optimization Theory and Applications. (掲載予定).

    • Related Report
      2002 Annual Research Report
  • [Publications] G.H.Lin, M.Fukushima: "Some exact penalty results for nonlinear programs and their applications to mathematical programs with equilibrium"Journal of Optimization Theory and Applications. (掲載予定).

    • Related Report
      2002 Annual Research Report
  • [Publications] G.H.Lin, M.Fukushima: "A modified relaxation scheme for mathematical programs with complementarity constraints"Annals of Operations Research. (掲載予定).

    • Related Report
      2002 Annual Research Report
  • [Publications] H.Moriyama, N.Yamashita, M.Fukushima: "The incremental Gauss-Newton algorithm with adaptive stensize rule"Computational Optimization and Applications. (掲載予定).

    • Related Report
      2002 Annual Research Report
  • [Publications] D.H.Li, M.Fukushima, L.Qi, N.Yamashita: "Regularized Newton methods for convex minimization problems with singular solutions"Computational Optimization and Applications. (掲載予定).

    • Related Report
      2002 Annual Research Report

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Published: 2002-04-01   Modified: 2016-04-21  

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