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AHybrid Approach to Computationally Hard Problems : Combining Approximation, Parallelization, and Randomization

Research Project

Project/Area Number 17500012
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Fundamental theory of informatics
Research InstitutionTokyo Denki University

Principal Investigator

CHEN Zhi-Zhong  Tokyo Denki University, School of Science and Engineering, Professor (00242933)

Project Period (FY) 2005 – 2007
Project Status Completed (Fiscal Year 2007)
Budget Amount *help
¥1,650,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥150,000)
Fiscal Year 2007: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2006: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 2005: ¥500,000 (Direct Cost: ¥500,000)
KeywordsMaximum Traveling Salesman Problem / Maximum Edge 2-Coloring Problem / Approximation Algorithms / Bounded-Degree Phylogenetic Roots / Duplication History of Tandem Repeats / Randomized Algorithms / Parallel Algorithms / NP-hard Optimization Problems / 多項式時間近似スキーマ / 最大2-辺彩色問題 / 最小因子2-パッキング問題 / NP困難性 / APX困難性 / 組み合わせ最適化 / 生物系統木再構築問題 / 最大三角形パッキング問題 / 確率近似アルゴリズム / 多項式時間近似スキーム / 確率アルゴリズム / グラフアルゴリズム / 最大b-マッチング問題 / 脱確率化 / 巡回セールスマン問題 / 最大マッチング問題
Research Abstract

In this research project, we studied the effect of a hybrid approach to computationally hard problems. This approach combines three basic approaches (namely, approximation, randomization, and parallelization) to computationally hard problems. Previously, not so many algorithms were based on such a hybrid approach. The main purpose here is to use this hybrid approach to solve computationally hard problems that have not been solved so far. This may lead to the finding of new design techniques of efficient algorithms for hard problems.
We focused on four computationally hard problems. The first is the maximum traveling salesman problem (Max TSP) which is the maximization variant of the famous traveling salesman problem. We obtained a number of results for Max TSP and included the results in three papers. In the first paper, we presented an O(n^3)-time approximation algorithm for Max TSP whose approximation ratio is asymptotically 61/81, and also presented an O(n^3)-time approximation algor … More ithm for the metric vase of Max TSP whose approximation ratio is asymptotically 17/20. In the second paper, we presented an O(n^3)-time randomized approximation algorithm for Max TSP whose expected approximation ratio is asymptotically 251/331. In the third paper, we presented two polynomial-time approximation algorithms for the metric case of Max TSP. One of them is for directed graphs and its approximation ratio is 27/35 while the other is for undirected graphs and its approximation ratio is 7/8 o(1).
The second problem we considered is the following : Given a simple graph G, compute two disjoint matchings M_1 and M_2 of G such that the total number edges in MI and /1/Z is maximized. Motivated by call admittance issues in satellite based telecommunication networks, Feige, et. al. introduced the problem. We presented a polynomial-time approximation algorithm for the problem. It achieves an approximation ratio of 468/575. This improves on the previous best (trivial) ratio of 4/5.
The third problem we considered is the Degree-ΔClosest Phylogenetic k-th Root Problem (ΔCPR) : Given a graph G = (V, E) find a (phylogenetic) tree T such that (1) the degree of each internal node in T is at least 3 and at most Δ, (2) the leaves of T are exactly the elements of V, and (3) the number of disagreements, i.e., the symmetric difference between Eand {{U,V}: u and v are leaves of T and d_T (u, v) , is minimized, where d_T (u, v) denotes the distance between u and v in tree TΔCPR_κ is known to be NP-hard for all fixed constants Δ such that either both Δ≧ 3 and k ≧ 3, or Δ> 3 and k = 2. We presented a polynomial-time 8-approximation algorithm forΔCPR_2 for any fixed Δ > 3, a quadratic-time 12-approximation algorithm for 3CPR_3, and a polynomial-time approximation scheme for the maximization version ofΔCPR_κ for any fixedΔ,K.
The fourth problem we considered is the problem of computing the duplication history of a tandem repeated region. We designed a polynomial-time approximation scheme(PTAS) for the case where the size duplication block is 1. Our PTAS is faster than the previously best PTAS. For example, to achieve a ratio of 1.5, our PTAS takes O(n^5) time while the previous best takes O(n^<11>) time. We also designed a ratio-6 polynomial-time approximation algorithm for the case where the size of each duplication block is at most 2. This is the first polynomial-time approximation algorithm with a guaranteed ratio for this case. Less

Report

(4 results)
  • 2007 Annual Research Report   Final Research Report Summary
  • 2006 Annual Research Report
  • 2005 Annual Research Report
  • Research Products

    (21 results)

All 2008 2007 2006 2005 Other

All Journal Article (21 results) (of which Peer Reviewed: 9 results)

  • [Journal Article] An Improved Approximation Algorithm for Maximum Edge 2-Coloring in Simple Graphs2008

    • Author(s)
      Zhi-Zhong Chen
    • Journal Title

      Journal of Discrete Algorithms 6

      Pages: 205-215

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Approximation Algorithms for Bounded Degree Phylogenetic Roots2008

    • Author(s)
      Zhi-Zhong Chen
    • Journal Title

      Algorithmica 6

      Pages: 1-23

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] An Improved Approximation Algorithm for Maximum Edge 2-Coloring in Simple Graphs2008

    • Author(s)
      Zhi-Zhong, Chen, R., Tanahashi, L., Wang
    • Journal Title

      Journal of Discrete Algorithms Vol. 6, No. 2

      Pages: 205-215

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Approximation Algorithms for Bounded Degree Phylogenetic Roots2008

    • Author(s)
      Zhi-Zhong, Chen
    • Journal Title

      Algorithmica Vol. 51, No. 1

      Pages: 1-23

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Improved Approximation Algorithms for Metric Max TSP2007

    • Author(s)
      Zhi-Zhong Chen
    • Journal Title

      Journal of Combinatorial Optimization 13

      Pages: 321-336

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Annual Research Report 2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Improved Approximation Algorithms for metric Max TSP2007

    • Author(s)
      Zhi-Zhong, Chen, T., Nagoya
    • Journal Title

      Journal of Combinatorial Optimization Vol. 13

      Pages: 321-336

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] New Bounds on the Edge Number of a k-Map Graph2007

    • Author(s)
      Zhi-Zhong Chen
    • Journal Title

      Journal of Graph Theory 55

      Pages: 269-290

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Approximation Algorithms for Reconstructing the Duplication History of Tandem Repeats2007

    • Author(s)
      Lusheng Wang
    • Journal Title

      Lecture Notes in Computer Science 4598

      Pages: 493-503

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Improved Approximation Algorithm for Maximum Edge 2-Coloring in Simple Graphs2007

    • Author(s)
      Zhi-Zhong Chen
    • Journal Title

      Lecture Notes in Computer Science 4508

      Pages: 27-36

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Computing Bounded・Degree Phylogenetic Roots of Disconnected Graphs2006

    • Author(s)
      Zhi-Zhong Chen
    • Journal Title

      Journal of Algorithms 59

      Pages: 125-148

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Computing Phylogenetic Roots with Bounded Degrees and Errors Is NP-complete2006

    • Author(s)
      Tatsuie Tsukiji
    • Journal Title

      Theoretical Computer Science 363

      Pages: 43-59

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Improved Deteministic Approximation Algorithms for Max TSP2005

    • Author(s)
      Zhi-Zhong Chen
    • Journal Title

      Information Processing Letters 95

      Pages: 333-342

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] An Improved Randomized Approximation Algorithm for Max TSP2005

    • Author(s)
      Zhi-Zhong Chen
    • Journal Title

      Journal of Combinatorial Optimization 9

      Pages: 401-432

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] An Improved Randomized Approximation Algorithm for Max TSP2005

    • Author(s)
      Zhi-Zhong, Chen, L., Wang
    • Journal Title

      Journal of Combinatorial Optimization Vol. 9, No. 4

      Pages: 401-432

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Improved Deterministic Approximation Algorithms for Max TSP2005

    • Author(s)
      Zhi-Zhong, Chen, Y., Okamoto, L., Wang
    • Journal Title

      Information Processing Letters Vol. 95, No. 2

      Pages: 333-342

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Improved Approximation Algorithms for Metric Max TSP2005

    • Author(s)
      Zhi-Zhong Chen
    • Journal Title

      Lecture Notes in Computer Science (Proceedings of ESA'2005) 3669

      Pages: 179-190

    • Related Report
      2005 Annual Research Report
  • [Journal Article] An Improved Randomized Approximation Algorithm for Max TSP2005

    • Author(s)
      Zhi-Zhong Chen
    • Journal Title

      Journal of Combinatorial Optimization 9・4

      Pages: 401-432

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Improved Deterministic Approximation Algorithms for Max TSP2005

    • Author(s)
      Zhi-Zhong Chen
    • Journal Title

      Information Processing Letters 95・2

      Pages: 333-342

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Approximation Algorithms for Reconstructing the Duplication History of Tandem Repeats

    • Author(s)
      Zhi-Zhong Chen
    • Journal Title

      Algorithmica (印刷中)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Approximation Algorithms for Reconstructing the Duplication History of Tandem Repeats

    • Author(s)
      Zhi-Zhong, Chen, L., Wang, Z., Wang
    • Journal Title

      Algorithmica (to appear)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Approximation Algorithms for Bounded Degree Phylogenetic Roots

    • Author(s)
      Zhi-Zhong Chen
    • Journal Title

      Algorithmica To appear(未定)

    • Related Report
      2006 Annual Research Report

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Published: 2005-04-01   Modified: 2016-04-21  

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