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Developing Global Optimization Methods for Discrete DC Function Minimization Problems

Research Project

Project/Area Number 15K00030
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Mathematical informatics
Research InstitutionTokyo Institute of Technology

Principal Investigator

Shioura Akiyoshi  東京工業大学, 工学院, 准教授 (10296882)

Project Period (FY) 2015-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2017: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2016: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords離散凸関数 / 離散凸解析 / 離散DC関数 / 離散最適化 / アルゴリズム / DC関数
Outline of Final Research Achievements

In this research project, we dealt with the discrete DC-function minimization problem, and made an attempt to detect a class of well-solved problems and to devise approximation algorithms with theoretical guarantee. We also aimed at better understanding the structure of M-convex and L-convex functions, and re-consider the minimization problems of M-convex and L-convex functions. For the problems, we improved the existing algorithms as well as their analysis for the running time. Furthermore, we investigated the problems that are in between the unconstrained discrete convex function minimization problem and the discrete DC-function minimization, clarified the structure of the problems, and devised fast algorithms for the problems.

Academic Significance and Societal Importance of the Research Achievements

本研究課題で得られた成果により,高速に解くことのできる離散最適化問題の新たな枠組みを提示できた.また,これまで高速なアルゴリズムが知られていなかった様々な離散最適化問題に対して高速なアルゴリズムを提供できたとともに,高速なアルゴリズムが存在していた問題に対しては,より高速なアルゴリズムを提供できた.これらの研究成果が直接,現実の問題に適用できるとは限らないが,現実の複雑な問題を高速に解くことを目指す際,本研究課題で得られたアルゴリズムの活用が期待される.

Report

(5 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (23 results)

All 2019 2018 2017 2016 2015 Other

All Int'l Joint Research (3 results) Journal Article (10 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 10 results,  Open Access: 5 results,  Acknowledgement Compliant: 1 results) Presentation (10 results) (of which Int'l Joint Research: 4 results,  Invited: 4 results)

  • [Int'l Joint Research] University of Greenwich/University of Leeds(英国)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] グリニッジ大学/リーズ大学(英国)

    • Related Report
      2017 Research-status Report
  • [Int'l Joint Research] グリニッジ大学/リーズ大学(英国)

    • Related Report
      2016 Research-status Report
  • [Journal Article] Separable convex resource allocation problem with L1-distance constraint2019

    • Author(s)
      Norito Minamikawa, Akiyoshi Shioura
    • Journal Title

      Journal of Operations Research Society of Japan

      Volume: 発行予定

    • NAID

      130007685316

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Scheduling problems with controllable processing times and a common deadline to minimize maximum compression cost2018

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

      Journal of Global Optimization

      Volume: 発行予定 Issue: 3 Pages: 471-490

    • DOI

      10.1007/s10898-018-0686-2

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Preemptive models of scheduling with controllable processing times and of scheduling with imprecise computation: A review of solution approaches2018

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

      European Journal of Operational Research

      Volume: 266 Issue: 3 Pages: 795-818

    • DOI

      10.1016/j.ejor.2017.08.034

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Note on time bounds of two-phase algorithms for L-convex function minimization2017

    • Author(s)
      Murota Kazuo、Shioura Akiyoshi
    • Journal Title

      Japan Journal of Industrial and Applied Mathematics

      Volume: 34 Issue: 2 Pages: 429-440

    • DOI

      10.1007/s13160-017-0246-z

    • NAID

      210000169651

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Buyback problem with discrete concave valuation functions2017

    • Author(s)
      Fukuda Shun、Shioura Akiyoshi、Tokuyama Takeshi
    • Journal Title

      Discrete Optimization

      Volume: 26 Pages: 78-96

    • DOI

      10.1016/j.disopt.2017.07.002

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Algorithms for L-convex Function Minimization: Connection Between Discrete Convex Analysis and Other Research Fields2017

    • Author(s)
      Akiyoshi Shioura
    • Journal Title

      Journal of Operations Research Society of Japan

      Volume: 印刷中

    • NAID

      130005874249

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Machine Speed Scaling by Adapting Methods for Convex Optimization with Submodular Constraints2017

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

      INFORMS Journal on Computing

      Volume: 印刷中

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Buyback Problem with Discrete Concave Valuation Functions2016

    • Author(s)
      S. Fukuda, A. Shioura, and T. Tokuyama
    • Journal Title

      Proceedings of the 13th International Workshop on Approximation and Online Algorithms (WAOA 2015)

      Volume: LNCS 9499 Pages: 72-83

    • DOI

      10.1007/978-3-319-28684-6_7

    • ISBN
      9783319286839, 9783319286846
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [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 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] MONOTONICITY IN STEEPEST ASCENT ALGORITHMS FOR POLYHEDRAL L-CONCAVE FUNCTIONS2015

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

      Journal of the Operations Research Society of Japan

      Volume: 58 Issue: 2 Pages: 184-208

    • DOI

      10.15807/jorsj.58.184

    • NAID

      130005083503

    • ISSN
      0453-4514, 2188-8299
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] L1距離制約をもつ分離凸資源配分問題に対するアルゴリズム2018

    • Author(s)
      南川 智都, 塩浦 昭義
    • Organizer
      第168回アルゴリズム研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Algorithms for Separable Convex Resource Allocation Problem with L1-distance Constraint2018

    • Author(s)
      南川 智都, 塩浦 昭義
    • Organizer
      21st Japan-Korea Joint Workshop on Algorithms and Computation (WAAC 2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] L1距離制約をもつ分離凸資源配分問題2018

    • Author(s)
      南川 智都, 塩浦 昭義
    • Organizer
      日本オペレーションズ・リサーチ学会2018年秋季研究発表会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 複数財に対する繰り返しオークションと離散凸解析の繋がり2017

    • Author(s)
      塩浦昭義
    • Organizer
      日本オペレーションズ・リサーチ学会関西支部記念講演会
    • Place of Presentation
      関西大学うめきたラボラトリ(大阪市北区)
    • Year and Date
      2017-03-11
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] Time Bounds of Two-Phase Algorithms for L-convex Function Minimization2017

    • Author(s)
      Akiyoshi Shioura
    • Organizer
      10th Japanese-Hungarian Symposium on Discrete Mathematics and Its Applications
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 離散最適化の基礎としての離散凸解析2017

    • Author(s)
      塩浦昭義
    • Organizer
      電子情報通信学会ソサエティ大会
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] 離散凸解析をひろげる2016

    • Author(s)
      塩浦昭義
    • Organizer
      日本オペレーションズ・リサーチ学会2016年春季研究発表会
    • Place of Presentation
      慶應義塾大学矢上キャンパス(神奈川県横浜市港北区)
    • Year and Date
      2016-03-18
    • Related Report
      2015 Research-status Report
    • Invited
  • [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 Research-status Report
    • Invited
  • [Presentation] Analysis of L-convex Function Minimization Algorithms and Application to Auction Theory2015

    • Author(s)
      Akiyoshi Shioura
    • Organizer
      Workshop on Rigidity, Submodularity, Discrete Convexity
    • Place of Presentation
      Hausdorff Research Institute for Mathematics (Bonn, Germany)
    • Year and Date
      2015-10-06
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Buyback Problem with Discrete Concave Valuation Functions2015

    • Author(s)
      Akiyoshi Shioura
    • Organizer
      13th International Workshop on Approximation and Online Algorithms (WAOA 2015)
    • Place of Presentation
      University of Patras (Patras, Greece)
    • Year and Date
      2015-09-17
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research

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Published: 2015-04-16   Modified: 2022-02-21  

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