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1996 Fiscal Year Final Research Report Summary

Developments of Advanced Optimization Systems Unitying Discrete and Continuous Approaches Associate

Research Project

Project/Area Number 07555615
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section試験
Research Field Engineering fundamentals
Research InstitutionThe University of Tokyo

Principal Investigator

IMAI Hiroshi  The University of Tokyo, Granduate School of Socience, Professor, 大学院・理学系研究科, 助教授 (80183010)

Co-Investigator(Kenkyū-buntansha) MURAMATSU Masakazu  Sophia University, Faculty of Information Engineering, Research Associate, 理工学部, 助手 (70266071)
TSUCHIYA Takashi  The Institute of Statistical Mathematics, Associate Professor, 助教授 (00188575)
IMAI Keiko  Chuo University, Faculty of Information Engineering, Associate Professor, 理工学部, 助教授 (70203289)
MUROTA Kazuo  Research Institute for Mathematocal Science, Kyoto University, Professor, 数理解析研究所, 教授 (50134466)
ASANO Takao  Chuo University, Faculty of Information Engineering, Professor, 理工学部, 教授 (90124544)
Project Period (FY) 1995 – 1996
KeywordsComnbinatorial Optimization / Continuous Optimization / Semidefinite Programming / Discrete Convex Analysis / Branch-and-Cut Method / Randomized Rounding / Approximate Algorithm / Binary Decision Diagram
Research Abstract

Optimization methods by computers have a great impact upon various fields in science and technology due to its wide scope of applications. In this research project, was have aimed at unifying existing results for system analysis obtained by each of project members on interiorpoint methods for linear programming, computational-geometric algorithms, matroid theory, Boolean function theory, etc., and produce new theoretical results and devrlop prototype optimization systems via this unifying work.
Through this project, from the viewpoint of continuous optimization, we have extended the framework of linear programming to that of semidefinite programming, and, from the viewpoint of discrete optimization, theory of discrete convex analysis has been developed. By this theory of discrete convex analysis, connection with continuous methods and discrete methods can be established, with extending matroids and submodular systems on which the discrete convexity theory is based. Randomization is also applied through this connection between continuous and discrete approaches, and, by applying the randomized rounsing technique using the semidefinite programming to the satisfiability problem, approximate algorithms with better porformance ratio have been obtained. Furthermore, based on polyhedral structures having both continuous and combinatorial properties, the branch-and-cut technique is applied to the famous minimum-length triagulation problem in computational geometry. Finally, we developed a prototype system handling a family of sets by using the so-called binary decision diagram (or, BDD) as a promising approach from discrete Boolean function theory, and applied it to various problems, including network reliability computation which have continuous aspect, and other invariants in graphs, knots, and statistical physics. The system is made public for wide use.

  • Research Products

    (16 results)

All Other

All Publications (16 results)

  • [Publications] K.Murota: "An Identity for Matching and Skew-Symmetric Determinant." Linear Algebra and Its Applications. 218. 1-27 (1995)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] S.Hasegawa,H.Imai and M.Ishiguro: "E-Approximations of k-Label Spaces." Theoretical Computer Science. 137. 145-175 (1995)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] T.Asano,T.Ono and T.Hirata: "Approximation Algorithms for the Maximum Satisfiability Problem." Nordic Journal of Computing. (To appear). (1996)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] S.Iwata and K.Murota: "Horizontal Principal Structure of Layered Mixed Matrices-Decomposition of Discrete Systems by Design-Variable Selections." SIAM Journal on Discrete Mathematics. Vol.9,No.1. 71-86 (1996)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] M.Muramatsu and T.Tsuchiya: "Convergence Analysis of the Projective Scaling Algorithm Based on a Long-step Homogeneous Affine Scaling Algorithm." Mathematical Programming. 72. 291-305 (1996)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] H.Imai and M.Inaba: "Geometric clustering with Applications." ZAMM,ICIAM95 Proceedings,Issue 3."Applied Stochastics and Optimization". 183-186 (1996)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 室田一雄: "離散構造とアルゴリズムIV." 近代科学社, (1995)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] H.Imai,W.F.Wong,K.F.Loe,eds.: "Advances in Computing Technidues : Algorithms, Databases and Parallel Proceeding." World Scientific,Singapore, (1995)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] K.Murata: "An indentity for Matching and Skew-Symmetric Determinant" Linear Algebra and Its Applictions. Vol. 218. 1-27 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] S.Hasegawa, H.Imai and M.Ishiguro: "C-Approximations of k-Label Spaces." Theroretical Computer Science. Vol. 137. 145-175 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] T.Asono, T.Ono and T.Hirota: "Approximation Algorithms for the Maximum Satisfiability Problem." Nordic Journal of Computing. (to appear). (1996)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] S.Iwata and K.Murata: "Horizontal Principal Structure of Layred Mixed Matrices-Decomposition of Discrete Systems by Design-Variable Selections." SIAM Journal on Discrete Mathematics. Vol. 9 No. 1. 71-86 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] M.Muramatsu and T.Tsuchiya: "Convergence Analysis of the Projective Scaling Algorithm Based on a Long-Step Homogeneous Altine Scaling Algorithm." Mathematocal Programming. Vol. 72. 291-305 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] H.Imai and M.Inaba: "Geometric Clustering with Applications." ZAMM,ICIAM 95 Proceedings, Issue 3, "Applied Stochastics and Optimization". 183-186 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] K.Murata: Discrete Structure and Algorithm IV.(In Japanese). Kindai Kagaku-sha, (1995)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] H.Imai, W.F.Wong, K.F.Loe, eds: Advances in Computing Techniques : Algorithms, Databases and Parallel Proceeding.World Scientitic, Singapore, (1995)

    • Description
      「研究成果報告書概要(欧文)」より

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Published: 1999-03-09  

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