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Development of Approximation Algorithms with Theoretical Guarantee for Integer Programming Problem with Nonlinear Constraint

Research Project

Project/Area Number 24500002
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Fundamental theory of informatics
Research InstitutionTokyo Institute of Technology (2015)
Tohoku University (2012-2014)

Principal Investigator

Shioura Akiyoshi  東京工業大学, 社会理工学研究科, 准教授 (10296882)

Project Period (FY) 2012-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Fiscal Year 2014: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2013: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords整数計画問題 / 非線形関数 / アルゴリズム / 離散最適化 / 離散凸解析 / 非線形計画問題 / 近似アルゴリズム / 離散凸関数 / 組合せ最適化
Outline of Final Research Achievements

In this research, we consider integer programming problems with nonlinear objective functions and nonlinear inequality constraints, and aimed at developing approximation algorithms with theoretical guarantee for quality of solutions and running times. As the main results of this research, we proposed an approximation algorithm for the maximization of M-concave function with multiple knapsack constraints, and showed that the proposed algorithm finds an approximate solution that is arbitrarily close to an optimal solution in polynomial time. The proposed algorithm is developed based on a continuous relaxation approach. We also consider the maximization of the sum of two M-concave functions, and showed that an approximate solution that is arbitrarily close to an optimal solution can be obtained in polynomial time by using a Lagrangian relaxation approach.

Report

(5 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (19 results)

All 2016 2015 2014 2013 2012 Other

All Int'l Joint Research (1 results) Journal Article (9 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 9 results,  Open Access: 2 results,  Acknowledgement Compliant: 4 results) Presentation (8 results) (of which Int'l Joint Research: 1 results,  Invited: 4 results) Book (1 results)

  • [Int'l Joint Research] ヨーク大学(英国)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] Time bounds for iterative auctions: a unified approach by discrete convex analysis2016

    • Author(s)
      K. Murota, A. Shioura, and Z. Yang
    • Journal Title

      Discrete Optimization

      Volume: 19 Pages: 36-62

    • DOI

      10.1016/j.disopt.2016.01.001

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] EQUILIBRIUM, AUCTION, AND GENERALIZED GROSS SUBSTITUTES AND COMPLEMENTS2015

    • Author(s)
      A. Shioura and Z. Yang
    • Journal Title

      Journal of the Operations Research Society of Japan

      Volume: 58 Issue: 4 Pages: 410-435

    • DOI

      10.15807/jorsj.58.410

    • NAID

      130005108556

    • ISSN
      0453-4514, 2188-8299
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Stability and competitive equilibria in multi-unit trading networks with discrete concave utility functions2015

    • Author(s)
      Ikebe Y. T, Sekiguchi, Y., Shioura, A. and Tamura, A.
    • Journal Title

      Japan Journal of Industrial and Applied Mathematics

      Volume: 32 Issue: 2 Pages: 373-410

    • DOI

      10.1007/s13160-015-0175-7

    • NAID

      210000181655

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Gross Substitutes Condition and Discrete Concavity for Multi-Unit Valuations: A Survey2015

    • Author(s)
      Akiyoshi Shioura and Akihisa Tamura
    • Journal Title

      Journal of Operations Research Society of Japan

      Volume: 58 Pages: 61-103

    • NAID

      130005067217

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Decomposition Algorithms for Submodular Optimization with Applications to Parallel Machine Scheduling with Controllable Processing Times2015

    • Author(s)
      Akiyoshi Shioura, Natalia V. Shakhlevich, and Vitaly A. Strusevich
    • Journal Title

      Mathematical Programming

      Volume: 印刷中 Issue: 2 Pages: 495-534

    • DOI

      10.1007/s10107-014-0814-9

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Polynomial-Time Approximation Schemes for Maximizing Gross Substitutes Utility under Budget Constraints2015

    • Author(s)
      Akiyoshi Shioura
    • Journal Title

      Mathematics of Operations Research

      Volume: 40 Issue: 1 Pages: 171-191

    • DOI

      10.1287/moor.2014.0668

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Dijkstra's algorithm and L-concave function maximization2014

    • Author(s)
      K. Murota and A. Shioura
    • Journal Title

      Mathematical Programming, Series A

      Volume: 145 Issue: 1-2 Pages: 163-177

    • DOI

      10.1007/s10107-013-0643-2

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Submodular Optimization Approach to Bicriteria Scheduling Problems with Controllable Processing Times on Parallel Machines2013

    • Author(s)
      Natalia V. Shakhlevich, Akiyoshi Shioura, and Vitaly A. Strusevich
    • Journal Title

      SIAM Journal on Discrete Mathematics

      Volume: 27 Issue: 1 Pages: 186-204

    • DOI

      10.1137/110843836

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Matroid rank functions and discrete concavity2012

    • Author(s)
      A. Shioura
    • Journal Title

      Japan Journal of Industrial and Applied Mathematics

      Volume: 29 Issue: 3 Pages: 535-546

    • DOI

      10.1007/s13160-012-0082-0

    • NAID

      10031126882

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] L凸関数の最小化アルゴリズム:離散凸解析と諸分野との繋がり2015

    • Author(s)
      塩浦昭義
    • Organizer
      第27回RAMPシンポジウム
    • Place of Presentation
      静岡大学浜松キャンパス(静岡県浜松市)
    • Year and Date
      2015-10-15
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Exact Bounds for Steepest Descent Algorithms of L-convex Function Minimization2015

    • Author(s)
      Akiyoshi Shioura
    • Organizer
      22nd International Symposium on Mathematical Programming
    • Place of Presentation
      Wyndham Grand Pittsburgh Downtown (Pittsburgh, USA)
    • Year and Date
      2015-07-17
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Speed Scaling Scheduling Viewed from Submodular Optimization2015

    • Author(s)
      塩浦昭義
    • Organizer
      応用数理学会研究部会連合発表会
    • Place of Presentation
      明治大学中野キャンパス(東京都中野区)
    • Year and Date
      2015-03-06
    • Related Report
      2014 Research-status Report
  • [Presentation] Energy Optimization in Speed Scaling Models via Submodular Optimization2014

    • Author(s)
      塩浦昭義
    • Organizer
      電子情報通信学会コンピュテーション研究会
    • Place of Presentation
      崇城大学(熊本県熊本市)
    • Year and Date
      2014-12-05
    • Related Report
      2014 Research-status Report
  • [Presentation] Computing the Convex Closure of Discrete Convex Functions2012

    • Author(s)
      Akiyoshi Shioura
    • Organizer
      21st International Symposium on Mathematical Programming
    • Place of Presentation
      TU Berlin (Berlin, Germany)
    • Related Report
      2012 Research-status Report
  • [Presentation] Minimization Algorithms for Discrete Convex Functions2012

    • Author(s)
      Akiyoshi Shioura
    • Organizer
      RIMS Workshop on Discrete Convexity and Optimization
    • Place of Presentation
      京都大学数理解析研究所 (京都市左京区)
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] Dijkstra algorithm viewed from discrete convex analysis

    • Author(s)
      Kazuo Murota, Akiyoshi Shioura
    • Organizer
      8th Japanese-Hungarian Symposium on Discrete Mathematics and Its Applications
    • Place of Presentation
      Pannon University (Veszprem, Hungary)
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] L凸関数の最小化:離散凸解析から広がる世界

    • Author(s)
      塩浦昭義
    • Organizer
      研究集会「最適化の理論と応用 -- 未来を担う若手研究者の集い2013 --
    • Place of Presentation
      筑波大学(茨城県つくば市)
    • Related Report
      2013 Research-status Report
    • Invited
  • [Book] 離散凸解析と最適化アルゴリズム2013

    • Author(s)
      室田一雄,塩浦昭義
    • Publisher
      朝倉書店
    • Related Report
      2013 Research-status Report

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Published: 2013-05-31   Modified: 2022-02-07  

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