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A challenge to huge scale semidefinite programs-exploiting sparsity, parallel computation and polynomial optimization problems

Research Project

Project/Area Number 19310096
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Social systems engineering/Safety system
Research InstitutionTokyo Institute of Technology

Principal Investigator

KOJIMA Masakazu  Tokyo Institute of Technology, 大学院・情報理工学研究科, 教授 (90092551)

Co-Investigator(Kenkyū-buntansha) 藤澤 克樹  中央大学, 理工学部, 准教授 (40303854)
武田 朗子  東京工業大学, 大学院・情報理工学研究科, 助教 (80361799)
中田 和秀  東京工業大学, 大学院・社会理工学研究科, 助教 (00312984)
山下 真  神奈川大学, 工学部, 助教 (20386824)
FUKUDA Mituhiro  東京工業大学, グローバルエッジ研究院, 助教 (80334548)
Co-Investigator(Renkei-kenkyūsha) FUJISAWA Katsuki  中央大学, 理工学部, 准教授 (40303854)
TAKEDA Akiko  慶應義塾大学, 大学院・理工学研究科, 専任講師 (80361799)
NAKATA Kazuhide  東京工業大学, 大学院・社会理工学研究科, 准教授 (00312984)
YAMASHITA Magkoto  東京工業大学, 大学院・情報理工学研究科, 助教 (20386824)
FUKUDA Mituhiro  東京工業大学, グローバルエッジ研究院, 助教 (80334548)
Research Collaborator KIM Sunyoung  Ewha W.University, 数学科, 教授
Project Period (FY) 2007 – 2009
Project Status Completed (Fiscal Year 2009)
Budget Amount *help
¥19,760,000 (Direct Cost: ¥15,200,000、Indirect Cost: ¥4,560,000)
Fiscal Year 2009: ¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2008: ¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2007: ¥10,270,000 (Direct Cost: ¥7,900,000、Indirect Cost: ¥2,370,000)
Keywords最適化 / 半正定値計画問題 / 並列計算 / 多項式 / 疎性 / 数理計画
Research Abstract

We studied primal-dual interior-point methods for solving a semidefinite program which is one of the most important optimization problems having lots of applications in various fields of science and engineering, and developed a software package SDPA based on them. SDPA solves larger scale problems in shorter time than the existing software packages. As applications of SDPA, we provided SparsePOP for polynomial optimization problems and SFSDP for large scale sensor network localization problems.

Report

(4 results)
  • 2009 Annual Research Report   Final Research Report ( PDF )
  • 2008 Annual Research Report
  • 2007 Annual Research Report
  • Research Products

    (136 results)

All 2010 2009 2008 2007 Other

All Journal Article (70 results) (of which Peer Reviewed: 66 results) Presentation (57 results) Book (1 results) Remarks (7 results) Patent(Industrial Property Rights) (1 results)

  • [Journal Article] Solving polynomial least squares problems via semidefinite programming relaxations2010

    • Author(s)
      S. Kim, M. Kojima
    • Journal Title

      Journal of Global Optimization Vol.46

      Pages: 1-23

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] SDP Relaxations for Quadratic Optimization Problems Derived from Polynomial Optimization Problems2010

    • Author(s)
      M. Mevissen, M. Kojima
    • Journal Title

      Asia-Pacific Journal of Operational Research Vol.27

      Pages: 1-24

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Semidefinite Programmig from Optimization to Quantum Chemistry2009

    • Author(s)
      M. Fukuda
    • Journal Title

      Tokyo Institute of Technology Chronicle Vol.445

      Pages: 10-12

    • Related Report
      2009 Final Research Report
  • [Journal Article] Exploiting Sparsity in SDP Relaxation for Sensor Network Localization2009

    • Author(s)
      S. Kim, M. Kojima, H. Waki
    • Journal Title

      SIAM Journal of Optimization Vol.20

      Pages: 192-215

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Recognizing Underlying Sparsity in Optimization2009

    • Author(s)
      S. Kim, M. Kojima, Ph. ~L. ~Toint
    • Journal Title

      Mathematical Programming Vol.119

      Pages: 273-303

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Note on Sparse SOS and SDP Relaxations for Polynomial Optimization Problems over Symmetric Cones2009

    • Author(s)
      M. Kojima, M. Muramatsu
    • Journal Title

      Computational Optimization and Applications Vol.42

      Pages: 31-41

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Approach Based on Conditional Value-at-Risk Measure to Statistical Learning Problems2009

    • Author(s)
      A. Takeda, T. Kanamori
    • Journal Title

      European Journal of Operational Research Vol.198

      Pages: 287-296

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Generalization Performance of nu-Support Vector Classifier Based on Conditional Value-at-Risk Minimization2009

    • Author(s)
      A. Takeda
    • Journal Title

      Neurocomputing Vol.72

      Pages: 2351-2358

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] On Generalization Performance and non-convex optimization of extended nu-Support Vector Machine2009

    • Author(s)
      A. Takeda, M. Sugiyama
    • Journal Title

      New Generation Computing Vol.27

      Pages: 259-279

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Invariance under Affine Transformation in Semidefinite Programming Relaxation for Polynomial Optimization Problems2009

    • Author(s)
      H. Waki, M. Muramatsu, M. Kojima
    • Journal Title

      Pacific Journal of Optimization Vol.5

      Pages: 297-312

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Solving Polynomial Least Squares Problems via Semidefinite Programming relaxations2009

    • Author(s)
      Sunyoung Kim
    • Journal Title

      Journal of Global Optimization 46

      Pages: 1-23

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Invariance under Affine Transformation in Semidefinite Programming Relaxation for Polynomial Optimization Problems2009

    • Author(s)
      Hayato Waki
    • Journal Title

      Pacific Journal of Optimization 5

      Pages: 297-312

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Exploiting Sparsity in SDP Relaxation for Sensor Network Localization2009

    • Author(s)
      Sunyoung Kim
    • Journal Title

      SIAM Journal of Optimization 20

      Pages: 192-215

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Recognizing Underlying Sparsity in Optimization2009

    • Author(s)
      Sunyoung Kim
    • Journal Title

      Mathematical Programming 119

      Pages: 273-303

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Note on Sparse SOS and SDP Relaxations for Polynomial Optimization Problems over Symmetric Cones2009

    • Author(s)
      Masakazu kojima
    • Journal Title

      Computational Optimization and Applications 42

      Pages: 31-41

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Semidefinite Programming for Optimal Power Flow Problems2008

    • Author(s)
      X. Bai, H. Wei, K. Fujisawa, Y. Wang
    • Journal Title

      The International Journal of Electrical Power & Energy Systems (In Press)

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Conditional Minimum Volume Ellipsoid with Applications to Subset Selection for MVE Estimator and Multiclass Discrimination2008

    • Author(s)
      J. Gotoh, A. Takeda
    • Journal Title

      Computational Optimization and Applications Vol.41

      Pages: 27-51

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Sparse Second Order Cone Programming Formulations for Convex Optimization Problems2008

    • Author(s)
      K. Kobayashi, S. Kim, M. Kojima
    • Journal Title

      Journal of the Operations Research Society of Japan Vol.51

      Pages: 241-264

    • NAID

      110006884641

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Correlative Sparsity in Primal-Dual Interior-Point Methods for LP, SDP and SOCP2008

    • Author(s)
      K. Kobayashi, S. Kim, M. Kojima
    • Journal Title

      Applied Mathematics and Optimization Vol.58

      Pages: 69-88

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Efficient Evaluation of Polynomials and Their Partial Derivatives in Homotopy Continuation Methods2008

    • Author(s)
      M. Kojima
    • Journal Title

      Journal of the Operations Research Society of Japan Vol.51

      Pages: 29-54

    • NAID

      110006632504

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Solving partial differential equations via sparse SDP relaxations2008

    • Author(s)
      M. Mevissen, M. Kojima, J. Nie, N. Takayama
    • Journal Title

      Pacific Journal of Optimization Vol.4

      Pages: 213-241

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Variational calculation of second-order reduced density matrices by strong N-representability conditions and an accurate semidefinite programming solver2008

    • Author(s)
      M. Nakata, B.J. Braams, K. Fujisawa, M. Fukuda, J.K. Percus, M. Yamashita, Z. Zhao
    • Journal Title

      The Journal of Chemical Physics Vol.128

      Pages: 164113-164113

    • NAID

      120006581898

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] 最適化ソフトウェアSDPA2008

    • Author(s)
      中田和秀, 藤澤克樹, 福田光浩, 山下真, 中田真秀, 小林和博
    • Journal Title

      応用数理 Vol.18

      Pages: 2-14

    • NAID

      110006633780

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] 拡散過程の生存確率に対する半正定値計画を用いた数値計算手法2008

    • Author(s)
      鈴木健太郎, 三好直人, 小島政和
    • Journal Title

      Transactions of the Operations Research Society of Japan Vol.51

      Pages: 25-43

    • NAID

      110007007976

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Adjustable Robust Optimization Models for a Nonlinear Two-Period System2008

    • Author(s)
      A. Takeda, S. Taguchi, R.H. Tutuncu
    • Journal Title

      Journal of Optimization Theory and Applications Vol.136

      Pages: 275-295

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] ν-Support Vector Machine as Conditional Value-at-Risk Minimization2008

    • Author(s)
      A. Takeda, M. Sugiyama
    • Journal Title

      Proceedings of the 25th International Conference on Machine Learning (ICML 2008)

      Pages: 1056-1063

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Equality Based Contraction of Semidefinite Programming Relaxations in Polynomial Optimization2008

    • Author(s)
      C. Vo, M. Muramatsu, M. Kojima
    • Journal Title

      Journal of the Operations Research Society of Japan Vol.51

      Pages: 111-125

    • NAID

      110006632508

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] SparsePOP : a Sparse Semidefinite Programming Relaxation of Polynomial Optimization Problems2008

    • Author(s)
      H. Waki, S. Kim, M. Kojima, M. Muramatsu, H. Sugimoto
    • Journal Title

      ACM Transactions on Mathematical Software Vol.35

      Pages: 15-15

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] SparsePOP : a Sparse Semidefinite Programming Relaxation of Polynomial Optimization Problems2008

    • Author(s)
      Hayato Waki
    • Journal Title

      ACM Transactions on Mathematical Software 35

      Pages: 15-15

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Sparse Second Order Cone Programming Formulations for Convex Optimization Problems2008

    • Author(s)
      Kazuhiro Kobayashi
    • Journal Title

      Journal of the Operations Research Society of Japan 51

      Pages: 241-254

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Correlative Sparsity in Primal-Dual Interior-Point Methods for LP, SDP and SOCP2008

    • Author(s)
      Kazuhiro Kobayashi
    • Journal Title

      Applied Mathematics and Optimization 58

      Pages: 69-88

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 拡散過程の生存確率に対する半正定値計画を用いた数値計算手法2008

    • Author(s)
      Kentaro Suzuki
    • Journal Title

      Transactions of the Operations Research Society of Japan 51

      Pages: 25-43

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Solving partial differential equations via sparse SDP relaxations2008

    • Author(s)
      Martin Mevissen
    • Journal Title

      Pacific Journal of Optimization 4

      Pages: 213-241

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Equality Based Contraction of Semidefinite Programming Relaxations in Polynomial Optimization2008

    • Author(s)
      Cong Vo
    • Journal Title

      Journal of the Operations Research Society of Japan 51

      Pages: 111-125

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Efficient Evaluation of Polynomials and Their Partial Derivatives in Homotopy Continuation Methods2008

    • Author(s)
      Masakazu Kojima
    • Journal Title

      Journal of the Operations Research Society of Japan 51

      Pages: 29-54

    • NAID

      110006632504

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] SDPA Project : Solving Large-scale Semidefinite Programs2007

    • Author(s)
      K. Fujisawa, K. Nakata, M. Yamashita, M. Fukuda
    • Journal Title

      Journal of the Operations Research Society of Japan Vol.50

      Pages: 278-298

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Large-scale semidefinite programs in electronic structure calculation2007

    • Author(s)
      M. Fukuda, B. Braams, M. Nakata, M. Overton, J. Percus, M. Yamashita, Z. Zhao
    • Journal Title

      Mathematical Programming B Vol.109

      Pages: 553-580

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Conversion of an SDP Having Free Variables into the Standard Form SDP2007

    • Author(s)
      K. Kobayashi, K. Nakata, M. Kojima
    • Journal Title

      Optimization and Applications Vol.36

      Pages: 289-307

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] SemiDefinite Programming: Formulations and Primal-Dual Interior-Point Methods, in Reduced-Density-Matrix Mechanics with Applications to Many-Electron Atoms and Moecules2007

    • Author(s)
      M. Fukuda, M. Nakata, M. Yamashita
    • Journal Title

      edited by D.A. Mazziotti, John Wiley & Sons, Inc.

      Pages: 103-118

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] An Extension of Sums of Squares Relaxations to Polynomial Optimization Problems over Symmetric Cones2007

    • Author(s)
      M. Kojima, M. Muramatsu
    • Journal Title

      Mathematical Programming Vol.110

      Pages: 315-336

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Dynamic Enumeration of All Mixed Cells2007

    • Author(s)
      T. Mizutani, A. Takeda, M. Kojima
    • Journal Title

      Discrete and Computational Geometry Vol.37(3)

      Pages: 351-367

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Parallel Solver for Semidefinite Programming2007

    • Author(s)
      M. Yamashita, K. Fujisawa, K. Nakata
    • Journal Title

      International Journal of LOGISTICS and SCM Systems Vol.2

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] SDPA Project: Solving Large-scale Semidefinite Program2007

    • Author(s)
      K. Fujisawa
    • Journal Title

      J. of the Operations Research Society of Japan 50

      Pages: 278-298

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 最適化問題に対する並列計算技術の適用2007

    • Author(s)
      藤澤克樹
    • Journal Title

      オペレーションズ・リサーチ 52

      Pages: 672-632

    • NAID

      110006402975

    • Related Report
      2007 Annual Research Report
  • [Journal Article] 半正定値計画法の拡張と新展開-量子理論より-2007

    • Author(s)
      福田光浩
    • Journal Title

      RAMPシンポジウム論文集 19

      Pages: 209-220

    • Related Report
      2007 Annual Research Report
  • [Journal Article] A Conversion of an SDP Having Free Variables into the Standard Form SDP2007

    • Author(s)
      K. Kobayashi
    • Journal Title

      Computational Optimization and Applications 36

      Pages: 289-307

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Extension of Sums of Squares Relaxations to Polynomial Optimization Problems over Symmetric Cones2007

    • Author(s)
      M. Kojima
    • Journal Title

      Mathematical Programming 110

      Pages: 315-336

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Dynamic Enumeration of All Mixed Cells2007

    • Author(s)
      T. Mizutani
    • Journal Title

      Discrete and Computational Geometry 37

      Pages: 351-367

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ロバスト最適化問題への確率的アプローチ2007

    • Author(s)
      武田朗子
    • Journal Title

      RAMPシンポジウム論文集 19

      Pages: 163-176

    • Related Report
      2007 Annual Research Report
  • [Journal Article] Parallel Solver for SemiDefinite Programming2007

    • Author(s)
      M. Yamashita
    • Journal Title

      International J. of Logistics and SCM systems 2

      Pages: 22-29

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Numerical Algorithm for Block-Diagonal Decomposition of Matrix *-Algebras, Part I: Proposed Approach and Application to Semidefinite Programming

    • Author(s)
      K. Murota, Y. Kanno, M. Kojima, S. Kojima
    • Journal Title

      Japan Journal of Industrial and Applied Mathematics (掲載決定)

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Relaxation Algorithm with a Probabilistic Guarantee for Robust Deviation Optimization

    • Author(s)
      A. Takeda, S. Taguchi
    • Journal Title

      Computational Optimization and Applications (掲載決定)

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Numerical Algorithm for Block-Diagonal Decomposition of Matrix *-Algebras, Part I : Proposed Approach and Application to Semidefinite Programming

    • Author(s)
      Kazuo Murota
    • Journal Title

      Japan Journal of Industrial and Applied Mathematics (掲載決定)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] SDP Relaxations for Quadratic Optimization Problems Derived from Polynomial Optimization Problems

    • Author(s)
      Martin Mevissen
    • Journal Title

      Asia-Pacific Journal of Operational Research (掲載決定)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Semidefinite programming for optimal power flow problems

    • Author(s)
      X. Bai
    • Journal Title

      Int J Electr Power Energ Syst (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Conditional Minimum Volume Ellipsoid with Applications to Subset Selection for MVE Estimator and Multiclass Discrimination

    • Author(s)
      J. Gotoh
    • Journal Title

      Computational Optimization and Applications (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Recognizing Underlying Sparsity in Optimization

    • Author(s)
      S. Kim
    • Journal Title

      Mathematical Programming (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Correlative Sparsity in Primal-Dual Interior-Point Methods for LP, SDP and SOCP

    • Author(s)
      K. Kobayashi
    • Journal Title

      Applied Mathematics and Optimization (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Note on Sparse SOS and SDP Relaxations for Polynomial Optimization Problems over Symmetric Cones

    • Author(s)
      M. Kojima
    • Journal Title

      Computational Optimization and Applications (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Efficient Evaluation of Polynomials and Their Partial Derivatives in Homotopy Continuation Methods

    • Author(s)
      M. Kojima
    • Journal Title

      J. of the Operations Research Society of Japan (掲載決定)

    • NAID

      110006632504

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Solving partial differential equations via sparse SDP relaxations

    • Author(s)
      M. Mevissen
    • Journal Title

      Pacific Journal of Optimization (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] DEMiCs: A software package for computing the mixed volume via dynamic enumeration of all mixed cells

    • Author(s)
      T. Mizutani
    • Journal Title

      IMA Volumes on Software for algebraic geometry (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Variational calculation of second-order reduced density matrices by strong N-representability conditions and an accurate semidefinite programming solver

    • Author(s)
      M. Nakata
    • Journal Title

      The Journal of Chemical Physics (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 最適化ソフトウェアSDPA

    • Author(s)
      中田和秀
    • Journal Title

      応用数理 (掲載決定)

    • NAID

      110006633780

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 拡散過程の生存確率に対する半正定値計画を用いた数値計算手法

    • Author(s)
      K. Suzuki
    • Journal Title

      J. of the Operations Research Society of Japan (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Modified Algorithm for Nonconvex Support Vector Classification

    • Author(s)
      A. Takeda
    • Journal Title

      Proceedings of the International Conference on Artificial Intelligence and Applications (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Adjustable Robust Optimization Models for a Nonlinear Two-Period System

    • Author(s)
      A. Takeda
    • Journal Title

      Journal of Optimization Theory and Applications (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Modified Algorithm for Nonconvex Support Vector Classification

    • Author(s)
      A. Takeda
    • Journal Title

      Proceedings of the International Conference on Artificial Intelligence and Applications (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Equality Based Contraction of Semidefinite Programming Relaxations in Polynomial Optimization

    • Author(s)
      C. Vo
    • Journal Title

      J. of the Operations Research Society of Japan (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] SparsePOP: a Sparse Semidefinite Programming Relaxation of Polynomial Optimization Problems

    • Author(s)
      H. Waki,
    • Journal Title

      ACM Transactions on Mathematical Software (掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] Duality in the Positive Semidefinite Natrix Completion and Its Application to SDPs2009

    • Author(s)
      Masakazu Kojima
    • Organizer
      The 20^<th> International Symposium on Mathematical Programming
    • Place of Presentation
      Chicago, Illinois, USA
    • Year and Date
      2009-08-27
    • Related Report
      2009 Annual Research Report
  • [Presentation] 数理最適化から機械学習へのアプローチ2009

    • Author(s)
      武田朗子
    • Organizer
      第3回NECデータマイニングセミナー
    • Place of Presentation
      NEC知的資産R&Dユニット中央研究所, 神奈川県川崎市
    • Year and Date
      2009-05-18
    • Related Report
      2009 Final Research Report
  • [Presentation] Global Optimization Using Semidefinite Programming Relaxa tion2009

    • Author(s)
      Masakazu Kojima
    • Organizer
      Nonlinear Analysis and Convex Analysis
    • Place of Presentation
      Tokyo Institute of Technology, Tokyo
    • Year and Date
      2009-03-29
    • Related Report
      2008 Annual Research Report
  • [Presentation] 半正定値行列補完における双対性とそのSDPへの応用2009

    • Author(s)
      小島政和
    • Organizer
      計算と最適化の新展開
    • Place of Presentation
      中央大学理工学部, 東京
    • Year and Date
      2009-03-21
    • Related Report
      2008 Annual Research Report
  • [Presentation] 機械学習で使われる最適化手法の紹介2009

    • Author(s)
      武田朗子
    • 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
      筑波大学, 茨城県つくば市
    • Year and Date
      2009-03-18
    • Related Report
      2009 Final Research Report
  • [Presentation] 半正定値計画と多項式最適化2009

    • Author(s)
      小島政和
    • Organizer
      日本オペレーションズ・リサーチ学会 2009年春季研究発表会
    • Place of Presentation
      筑波大学, 筑波
    • Year and Date
      2009-03-17
    • Related Report
      2008 Annual Research Report
  • [Presentation] New Technologies in the SDPA Project2009

    • Author(s)
      K. Fujisawa
    • Organizer
      The 20th International Symposium of Mathematical Programming (ISMP)
    • Place of Presentation
      Chicago, IL, USA
    • Related Report
      2009 Final Research Report
  • [Presentation] Parallel Software for SemiDeinfite Programming with Sparse Schur Complement Matrix2009

    • Author(s)
      K. Fujisawa, M. Fukuda, Y. Futakata, K. Kobayashi, M. Kojima, K. Nakata, M. Nakata
    • Organizer
      The 20th International Symposium of Mathematical Programming (ISMP)
    • Place of Presentation
      Chicago, IL, USA
    • Related Report
      2009 Final Research Report
  • [Presentation] Exploiting Sparsity in SDP Relaxation for Sensor Network Localization2009

    • Author(s)
      S. Kim, M. Kojima
    • Organizer
      The 20th International Symposium of Mathematical Programming (ISMP)
    • Place of Presentation
      Chicago, IL, USA
    • Related Report
      2009 Final Research Report
  • [Presentation] Reduction of SDP Relaxations for Polynomial Optimization Problems2009

    • Author(s)
      M. Mevissen, M. Kojima
    • Organizer
      The 20th International Symposium of Mathematical Programming (ISMP)
    • Place of Presentation
      Chicago, IL, USA
    • Related Report
      2009 Final Research Report
  • [Presentation] Non-convex Optimization of Extended nu-Support Vector Machine2009

    • Author(s)
      A. Takeda, M. Sugiyama
    • Organizer
      The 20th International Symposium of Mathematical Programming (ISMP)
    • Place of Presentation
      Chicago, IL, USA
    • Related Report
      2009 Final Research Report
  • [Presentation] Parallel Software for Semidefinite Programming with Sparse Schur complement Matrix2009

    • Author(s)
      M. Yamashita, K. Fujisawa, M. Fukuda, Y. Futakata, K. Kobayashi, M. Kojima, K. Nakata, M. Nakata
    • Organizer
      The 20th International Symposium of Mathematical Programming (ISMP)
    • Place of Presentation
      Chicago, IL, USA
    • Related Report
      2009 Final Research Report
  • [Presentation] Global Optimization Using Semidefinite Programming Relaxation2009

    • Author(s)
      M. Kojima
    • Organizer
      Nonlinear Analysis and Convex Analysis
    • Place of Presentation
      Tokyo Institute of Technology, Tokyo
    • Related Report
      2009 Final Research Report
  • [Presentation] Exploiting Sparsity in Matrix Inequality and Its Application to Polynomial SDP2008

    • Author(s)
      Masakazu Kojima
    • Organizer
      Workshop of Computational Polynomial Optimization and Multilinear Algebra
    • Place of Presentation
      The Hong Kong Polytechnic University, Hong Kong
    • Year and Date
      2008-12-23
    • Related Report
      2008 Annual Research Report
  • [Presentation] Conversion Methods for Large Scale SDPs and Their Applications to Polynomial Optimization Problems2008

    • Author(s)
      M. Kojima
    • Organizer
      Workshop: Advances in Mathematical Modeling and Computational Algorithms in Information Processing
    • Place of Presentation
      The Institute of Statistical Mathematics, Tokyo
    • Year and Date
      2008-11-01
    • Related Report
      2009 Final Research Report 2008 Annual Research Report
  • [Presentation] 多項式最適化問題に対する2乗多項式緩和2008

    • Author(s)
      小島政和
    • Organizer
      モデルベース統合化システム設計を支える数理-数値・数式ハイブリッド計算・最適化の新展開
    • Place of Presentation
      九州大学情報基盤研究開発センター、福岡
    • Year and Date
      2008-09-03
    • Related Report
      2008 Annual Research Report
  • [Presentation] Conversion Methods for Large Scale SDPs to Exploit Their Structured Sparsity2008

    • Author(s)
      Masakazu Kojima
    • Organizer
      The 4th Sino-Japanese Optimization Meeting
    • Place of Presentation
      Tainan, Taiwan
    • Year and Date
      2008-08-27
    • Related Report
      2008 Annual Research Report
  • [Presentation] Statistical Learning Models Based on Conditional Value-at-risk2008

    • Author(s)
      A. Takeda
    • Organizer
      The 25th International Conference on Machine Learning (ICML 2008)
    • Place of Presentation
      University of Helsinki, Helsinki, Finland
    • Year and Date
      2008-07-06
    • Related Report
      2009 Final Research Report
  • [Presentation] Conversion Methods for Large Scale SDPs to Exploit Their Structured Sparsity2008

    • Author(s)
      M. Kojima
    • Organizer
      The MIT Computation for Design and Optimization Program Distinguished Speaker Series
    • Place of Presentation
      Massachusetts Institute of Technology
    • Year and Date
      2008-05-14
    • Related Report
      2009 Final Research Report
  • [Presentation] Conversion Methods for Large Scale SDPs to Exploit Their Structured Sparsity2008

    • Author(s)
      Masakazu Kojima
    • Organizer
      The MIT Computation for Design and Optimization Program Distinguished Speaker Series
    • Place of Presentation
      Massachusetts Institute of Technology, Boston
    • Year and Date
      2008-05-14
    • Related Report
      2008 Annual Research Report
  • [Presentation] A Numerical Algorithm for Block-Diagonal Decomposition of Matrix *-Algebra2008

    • Author(s)
      Masakazu Kojima
    • Organizer
      HPOPT 2008
    • Place of Presentation
      Tilburg Unversity, The Netherlands
    • Year and Date
      2008-05-13
    • Related Report
      2008 Annual Research Report
  • [Presentation] 半定値計画による分子の電子構造計算2008

    • Author(s)
      福田光浩
    • Organizer
      日本オペレーションズ・リサーチ学会2008年春季研究発表会
    • Place of Presentation
      京都コンピュータ学院,京都
    • Year and Date
      2008-03-26
    • Related Report
      2007 Annual Research Report
  • [Presentation] Accurate electronic structure calculations using semidefinite programming software2008

    • Author(s)
      M. Fukuda
    • Organizer
      INFORMS Optimization Society: Theory, Computation, and Emerging Applications
    • Place of Presentation
      Hyatt Regency Atlanta Hotel, Atlanta
    • Year and Date
      2008-03-15
    • Related Report
      2007 Annual Research Report
  • [Presentation] A Modified Algorithm for Nonconvex Support Vector Classification2008

    • Author(s)
      A. Takeda
    • Organizer
      Artificial Intelligence and Applications
    • Place of Presentation
      Congress Innsbruck, Innsbruck
    • Year and Date
      2008-02-12
    • Related Report
      2007 Annual Research Report
  • [Presentation] Exploiting Sparsity in Matrix Inequality and Its Application to Polynomial SDP2008

    • Author(s)
      M. Kojima
    • Organizer
      Workshop of Computational Polynomial Optimization and Multilinear Algebra
    • Place of Presentation
      The Hong Kong Polytechnic University
    • Related Report
      2009 Final Research Report
  • [Presentation] SDPA: Leading-edge Software for SDP2008

    • Author(s)
      M. Yamashita, M. Fukuda, M. Kojima, K. Nakata, K. Fujisawa, K. Kobayashi, M. Nakata
    • Organizer
      Informs Annual Meeting 2008
    • Place of Presentation
      Marriott Wardman Park Hotel, Washington DC, USA
    • Related Report
      2009 Final Research Report
  • [Presentation] Conversion Methods for Large Scale SDPs to Exploit Their Structured Sparsity2008

    • Author(s)
      M. Kojima
    • Organizer
      The 4th Sino-Japanese Optimization Meeting, National Center for Theoretical Sciences
    • Place of Presentation
      National Cheng-Kung University, Tainan, Taiwan
    • Related Report
      2009 Final Research Report
  • [Presentation] SDPA Project and New Features of SDPA72008

    • Author(s)
      K. Fujisawa, M. Kojima, M. Fukuda, K. Nakata, M. Yamashita, M. Nakata, K. Goto
    • Organizer
      The 4th Sino-Japanese Optimization Meeting, National Center for Theoretical Sciences
    • Place of Presentation
      National Cheng-Kung University, Tainan, Taiwan
    • Related Report
      2009 Final Research Report
  • [Presentation] Statistical Learning Models Based on Conditional Value-at-risk2008

    • Author(s)
      A. Takeda
    • Organizer
      The 4th Sino-Japanese Optimization Meeting, National Center for Theoretical Sciences
    • Place of Presentation
      National Cheng-Kung University, Tainan, Taiwan
    • Related Report
      2009 Final Research Report
  • [Presentation] Large-Scale Semidefinite Programming Applications in Theoretical Chemistry and Data Assimilation2008

    • Author(s)
      M. Fukuda
    • Organizer
      VII Brazilian Workshop on Continuous Optimization
    • Place of Presentation
      State University of Campinas, Campinas, Brazil
    • Related Report
      2009 Final Research Report
  • [Presentation] The SDPA Project: Solving Large-Scale Semidefinite Programs2008

    • Author(s)
      K. Fujisawa
    • Organizer
      SIAM Conference on Optimization (OP08)
    • Place of Presentation
      Boston, MA, USA
    • Related Report
      2009 Final Research Report
  • [Presentation] Elimination of Free Variables for Solving Linear Optimization Problems Efficiently2008

    • Author(s)
      M. Kojima, S. Kim, H. Waki
    • Organizer
      SIAM Conference on Optimization
    • Place of Presentation
      Boston
    • Related Report
      2009 Final Research Report 2008 Annual Research Report
  • [Presentation] Modified Algorithm for Nonconvex Support Vector Classification2008

    • Author(s)
      A. Takeda
    • Organizer
      Artificial Intelligence and Applications (AIA 2008)
    • Place of Presentation
      Congress Innsbruck (Innsbruck, Austria)
    • Related Report
      2009 Final Research Report
  • [Presentation] Exploiting Sparsity in Polynomial Optimization Problems2007

    • Author(s)
      M. Kojima
    • Organizer
      Nonconvex Programming: Local and Global Approaches, Theory, Algorithms and Applications
    • Place of Presentation
      Rouen, France
    • Year and Date
      2007-12-18
    • Related Report
      2007 Annual Research Report
  • [Presentation] Determination of electronic structure of atoms and molecules using optimization software2007

    • Author(s)
      M. Fukuda
    • Organizer
      The 7th International Conference on Optimization: Techniques and Applications
    • Place of Presentation
      Kobe International Conference Center, Kobe
    • Year and Date
      2007-12-15
    • Related Report
      2007 Annual Research Report
  • [Presentation] 半正定値計画問題に対する主双対内点法の高速&安定計算2007

    • Author(s)
      藤澤克樹
    • Organizer
      計算科学の基盤技術としての高速アルゴリズムとその周辺
    • Place of Presentation
      京都大学,京都
    • Year and Date
      2007-11-15
    • Related Report
      2007 Annual Research Report
  • [Presentation] New Features of SDPA (semidefinite programming algorithm)2007

    • Author(s)
      K. Nakata
    • Organizer
      INFORMS Annual Meeting
    • Place of Presentation
      Washington State Convention & Trade Center, Seattle
    • Year and Date
      2007-11-07
    • Related Report
      2007 Annual Research Report
  • [Presentation] Computational Time Estimation for SDP solvers2007

    • Author(s)
      M. Yamashita
    • Organizer
      INFORMS Annual Meeting
    • Place of Presentation
      Washington State Convention & Trade Center, Seattle
    • Year and Date
      2007-11-07
    • Related Report
      2007 Annual Research Report
  • [Presentation] 半正定値計画法の拡張と新展開-量子理論より-2007

    • Author(s)
      福田光浩
    • Organizer
      第19回RAMPシンポジウム
    • Place of Presentation
      長崎ブリックホール,長崎
    • Year and Date
      2007-10-26
    • Related Report
      2007 Annual Research Report
  • [Presentation] ロバスト最適化問題への確率的アプローチ2007

    • Author(s)
      武田朗子
    • Organizer
      第19回RAMPシンポジウム
    • Place of Presentation
      長崎ブリックホール,長崎
    • Year and Date
      2007-10-26
    • Related Report
      2007 Annual Research Report
  • [Presentation] CVaR最小化に基づくSupport Vector Machine2007

    • Author(s)
      武田朗子
    • Organizer
      SSOR
    • Place of Presentation
      ホテル聚楽,伊東
    • Year and Date
      2007-08-30
    • Related Report
      2007 Annual Research Report
  • [Presentation] Paranel Solver for SemiDefinite Programming2007

    • Author(s)
      M. Yamashita
    • Organizer
      The Third International Conference of Logistics and SCM
    • Place of Presentation
      神奈川大学,横浜
    • Year and Date
      2007-08-29
    • Related Report
      2007 Annual Research Report
  • [Presentation] Application of Conditional Value-at-Risk to Statistical Learning Problems2007

    • Author(s)
      A. Takeda
    • Organizer
      ICCOPT-II
    • Place of Presentation
      MacMaster Univ., Hamilton
    • Year and Date
      2007-08-14
    • Related Report
      2007 Annual Research Report
  • [Presentation] Linear semi-definite programs with log-determinant terms2007

    • Author(s)
      M. Fukuda
    • Organizer
      ICCOPT-II
    • Place of Presentation
      MacMaster Univ., Hamilton
    • Year and Date
      2007-08-13
    • Related Report
      2007 Annual Research Report
  • [Presentation] 半正定値計画…多項式最適化問題への応用2007

    • Author(s)
      小島政和
    • Organizer
      計算による数理科学の展開
    • Place of Presentation
      神戸大学,神戸
    • Year and Date
      2007-07-31
    • Related Report
      2007 Annual Research Report
  • [Presentation] Linear semi-definite programs with log-determinant terms2007

    • Author(s)
      M. Fukuda
    • Organizer
      6th International Congress on Industrial and Applied Mathematics
    • Place of Presentation
      ETH Zurich and Univ.Zurich, Zurich
    • Year and Date
      2007-07-17
    • Related Report
      2007 Annual Research Report
  • [Presentation] SDPA Project: Solving Large-scale Semidefinite Programs2007

    • Author(s)
      Katsuki Fujisawa
    • Organizer
      Workshop on Advances in Optimization
    • Place of Presentation
      東京工業大学,東京
    • Year and Date
      2007-04-21
    • Related Report
      2007 Annual Research Report
  • [Presentation] Support Vector Machine Based on Conditional Value-at-Risk Minimization2007

    • Author(s)
      A. Takeda
    • Organizer
      Workshop on Advances in Optimization Program
    • Place of Presentation
      東京工業大学,東京
    • Year and Date
      2007-04-20
    • Related Report
      2007 Annual Research Report
  • [Presentation] Polyhedral Homotopy Methods vs Semidefinite Programming Relaxations for Problems Involving Polynomials2007

    • Author(s)
      M. Kojima
    • Organizer
      Workshop on Advances in Optimization
    • Place of Presentation
      東京工業大学,東京
    • Year and Date
      2007-04-19
    • Related Report
      2007 Annual Research Report
  • [Presentation] Exploiting Sparsity in Polynomial Optimization Problems, Nonconvex Programming: Local and Global Approaches2007

    • Author(s)
      M. Kojima
    • Organizer
      Theory, Algorithms and Applications
    • Place of Presentation
      National Institute for Applied Sciences, Rouen, France
    • Related Report
      2009 Final Research Report
  • [Presentation] New Features of SDPA (semidefinite programming algorithm)2007

    • Author(s)
      K. Nakata, K. Fujisawa, M. Fukuda, K. Kobayashi, M. Kojima, M. Nakata, M. Yamashita
    • Organizer
      INFORMS Annual Meeting
    • Place of Presentation
      Seattle
    • Related Report
      2009 Final Research Report
  • [Presentation] Computational Time Estimation of SDP2007

    • Author(s)
      M. Yamashita
    • Organizer
      Solvers Informs Annual Meeting 2007
    • Place of Presentation
      Washington Convention Center, Seattle, USA
    • Related Report
      2009 Final Research Report
  • [Presentation] ロバスト最適化問題への確率的アプローチ2007

    • Author(s)
      武田朗子
    • Organizer
      第19回RAMPシンポジウム(RAMP2007)
    • Place of Presentation
      長崎ブリックホール国際会議場
    • Related Report
      2009 Final Research Report
  • [Presentation] Application of Conditional Value-at-Risk to Statistical Learning Problems2007

    • Author(s)
      A. Takeda
    • Organizer
      ICCOPT-II (the Second Mathematical Programming Society International Conference on Continuous Optimization)
    • Place of Presentation
      McMaster University (Hamilton, Canada)
    • Related Report
      2009 Final Research Report
  • [Presentation] SDPA Project : Solving Large-scale Semide nite Programs, Workshop on Advances in Optimization2007

    • Author(s)
      K. Fujisawa, M. Kojima, K. Nakata, M. Fukuda, M. Yamashita, M. Nakata
    • Organizer
      Workshop on Advances in Optimization
    • Place of Presentation
      Tokyo Institute of Technology, Japan
    • Related Report
      2009 Final Research Report
  • [Presentation] Polyhedral Homotopy Methods vs Semidefinite Programming Relaxations for Problems Involving Polynomials2007

    • Author(s)
      M. Kojima
    • Organizer
      Workshop on Advances in Optimization
    • Place of Presentation
      Tokyo Institute of Technology, Japan
    • Related Report
      2009 Final Research Report
  • [Presentation] Support Vector Machine Based on Conditional Value-at-Risk Minimization2007

    • Author(s)
      A. Takeda
    • Organizer
      Workshop on Advances in Optimization
    • Place of Presentation
      Tokyo Institute of Technology, Japan
    • Related Report
      2009 Final Research Report
  • [Book] 応用に役立つ50の最適化問題

    • Author(s)
      藤澤克樹, 梅谷俊治
    • Publisher
      朝倉書店
    • Related Report
      2009 Final Research Report
  • [Remarks] ソフトウェアSDPAホームページ

    • URL

      http://sdpa.indsys.chuo-u.ac.jp/sdpa/

    • Related Report
      2009 Final Research Report
  • [Remarks] ソフトウェアSparsePOPホームページ

    • URL

      http://www.is.titech.ac.jp/~kojima/SparsePOP/SparsePOP.html

    • Related Report
      2009 Final Research Report
  • [Remarks] ソフトウェアSFSDPホームページ

    • URL

      http://www.is.titech.ac.jp/~kojima/SFSDP122/SFSDP.html

    • Related Report
      2009 Final Research Report
  • [Remarks] ソフトウェアSparseCoLOホームページ

    • URL

      http://www.is.titech.ac.jp/~kojima/SparseCoLO/SparseCoLO.htm

    • Related Report
      2009 Final Research Report
  • [Remarks]

    • URL

      http://www.is.titech.ac.jp/~kojima/software-j.html

    • Related Report
      2009 Annual Research Report
  • [Remarks]

    • URL

      http://www.is.titech.ac.jp/~kojima/index.html

    • Related Report
      2007 Annual Research Report
  • [Remarks]

    • URL

      http://homepage.mac.com/klabtitech/sdpa-homepage/index.html

    • Related Report
      2007 Annual Research Report
  • [Patent(Industrial Property Rights)] 充足可能列挙システム

    • Inventor(s)
      小島政和, 宇野毅明, 秋葉博
    • Industrial Property Rights Holder
      (株)アライドエンジニアリング,国立大学法人東京工業大学,(株)マツダ
    • Related Report
      2009 Final Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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