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Combinatorial dominance guarantees for problems with infeasible solutions

Published: 12 December 2008 Publication History

Abstract

The design and analysis of approximation algorithms for NP-hard problems is perhaps the most active research area in the theory of combinatorial algorithms. In this article, we study the notion of a combinatorial dominance guarantee as a way for assessing the performance of a given approximation algorithm. An f(n) dominance bound is a guarantee that the heuristic always returns a solution not worse than at least f(n) solutions. We give tight analysis of many heuristics, and establish novel and interesting dominance guarantees even for certain inapproximable problems and heuristic search algorithms. For example, we show that the maximal matching heuristic of VERTEX COVER offers a combinatorial dominance guarantee of 2n − (1.839 + o(1))n. We also give inapproximability results for most of the problems we discuss.

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    Published In

    cover image ACM Transactions on Algorithms
    ACM Transactions on Algorithms  Volume 5, Issue 1
    November 2008
    281 pages
    ISSN:1549-6325
    EISSN:1549-6333
    DOI:10.1145/1435375
    Issue’s Table of Contents
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 12 December 2008
    Accepted: 01 September 2007
    Revised: 01 August 2007
    Received: 01 March 2006
    Published in TALG Volume 5, Issue 1

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    Author Tags

    1. Computation complexity
    2. algorithms analysis
    3. approximation algorithms
    4. dominance analysis

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    • (2024)Domination Analysis in Combinatorial OptimizationEncyclopedia of Optimization10.1007/978-3-030-54621-2_136-1(1-12)Online publication date: 8-May-2024
    • (2018)Dominance Certificates for Combinatorial Optimization ProblemsOptimization Problems in Graph Theory10.1007/978-3-319-94830-0_6(107-122)Online publication date: 28-Sep-2018
    • (2015)Average value of solutions for the bipartite boolean quadratic programs and rounding algorithmsTheoretical Computer Science10.1016/j.tcs.2014.11.008565:C(77-89)Online publication date: 2-Feb-2015
    • (2015)An approximate method to compute a sparse graph for traveling salesman problemExpert Systems with Applications: An International Journal10.1016/j.eswa.2015.02.03742:12(5150-5162)Online publication date: 15-Jul-2015
    • (2015)A domination algorithm for {0,1}-instances of the travelling salesman problemRandom Structures & Algorithms10.1002/rsa.2060048:3(427-453)Online publication date: 8-Oct-2015
    • (2013)A Representation Model for TSP2013 IEEE 10th International Conference on High Performance Computing and Communications & 2013 IEEE International Conference on Embedded and Ubiquitous Computing10.1109/HPCC.and.EUC.2013.38(204-209)Online publication date: Nov-2013
    • (2013)Domination analysis of algorithms for bipartite boolean quadratic programsProceedings of the 19th international conference on Fundamentals of Computation Theory10.1007/978-3-642-40164-0_26(271-282)Online publication date: 19-Aug-2013
    • (2008)Dominance guarantees for above-average solutionsDiscrete Optimization10.1016/j.disopt.2007.11.0095:3(563-568)Online publication date: 1-Aug-2008
    • (2008)Worst case analysis of Max-Regret, Greedy and other heuristics for Multidimensional Assignment and Traveling Salesman ProblemsJournal of Heuristics10.1007/s10732-007-9033-314:2(169-181)Online publication date: 1-Apr-2008

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