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A note on the ε-indicator subset selection

Published: 01 August 2013 Publication History

Abstract

The @e-indicator subset selection selects a subset of a nondominated point set that is as close as possible to a reference point set with respect to the @e-indicator. This selection procedure is used by population-based heuristic approaches for multiobjective optimization problems. Given that this procedure is called very often during the run of the heuristic approach, efficient ways of computing the optimal subset are strongly required. In this note, we give a correctness proof of the @e-indicator subset selection algorithm proposed by Ponte et al. (2012) [1] for the bidimensional case as well as several algorithmic improvements in terms of time complexity. Extensions to larger dimension are also discussed.

References

[1]
Ponte, A., Paquete, L. and Figueira, J., On beam search for multicriteria combinatorial optimization problems. In: Beldiceanu, N., Jussien, N., Pinson, E. (Eds.), Lecture Notes in Computer Science, vol. 7298. Springer. pp. 307-321.
[2]
Zitzler, E. and Künzli, S., Indicator-based selection in multiobjective search. In: Yao, Burke, E.K., Lozano, J.A., Smith, J., Guervós, J.J.M., Bullinaria, J.A., Rowe, J.E., Tiño, P., Kabán, A., Schwefel, H.-P. (Eds.), Lecture Notes in Computer Science, vol. 3242. Springer. pp. 832-842.
[3]
Beume, N., Naujoks, B. and Emmerich, M., SMS-EMOA: Multiobjective selection based on dominated hypervolume. European J. Oper. Res. v181 i3. 1653-1669.
[4]
Zitzler, E., Thiele, L., Laumanns, M., Fonseca, C.M. and Grunert da Fonseca, V., Performance assessment of multiobjective optimizers: An analysis and review. IEEE Trans. Evol. Comput. v7 i2. 117-132.
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Berghammer, R., Friedrich, T. and Neumann, F., Convergence of set-based multi-objective optimization, indicators and deteriorative cycles. Theoret. Comput. Sci. v456. 2-17.
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Bringmann, K. and Friedrich, T., Approximating the least hypervolume contributor: NP-hard in general, but fast in practice. Theoret. Comput. Sci. v425. 104-116.
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Bader, J., Hypervolume-based search for multiobjective optimization: Theory and methods. 2010. ETH, Zurich, Switzerland.
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Ehrgott, M., Multicriteria Optimization. 2000. Lecture Notes in Economics and Mathematical Systems, 2000.Springer.
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Fulkerson, D. and Gross, O., Incidence matrices and interval graphs. Pacific J. Math. v15. 835-855.
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Schöbel, A., Set covering problems with consecutive ones property. 2005. Georg-August Universität Göttingen, Institut für Numerische und Angewandte Mathematik.
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Buchsbaum, A. and Goodrich, M., Three-dimensional layers of maxima. Algorithmica. v39 i4. 275-286.

Cited By

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  • (2019)Quality Evaluation of Solution Sets in Multiobjective OptimisationACM Computing Surveys10.1145/330014852:2(1-38)Online publication date: 18-Mar-2019
  • (2015)Representation of the non-dominated set in biobjective discrete optimizationComputers and Operations Research10.1016/j.cor.2015.05.00363:C(172-186)Online publication date: 1-Nov-2015
  • (2014)Two-dimensional subset selection for hypervolume and epsilon-indicatorProceedings of the 2014 Annual Conference on Genetic and Evolutionary Computation10.1145/2576768.2598276(589-596)Online publication date: 12-Jul-2014
  1. A note on the ε-indicator subset selection

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    Published In

    cover image Theoretical Computer Science
    Theoretical Computer Science  Volume 499, Issue
    August, 2013
    115 pages

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    Elsevier Science Publishers Ltd.

    United Kingdom

    Publication History

    Published: 01 August 2013

    Author Tags

    1. ε-Indicator
    2. Multiobjective combinatorial optimization
    3. Subset selection

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    View all
    • (2019)Quality Evaluation of Solution Sets in Multiobjective OptimisationACM Computing Surveys10.1145/330014852:2(1-38)Online publication date: 18-Mar-2019
    • (2015)Representation of the non-dominated set in biobjective discrete optimizationComputers and Operations Research10.1016/j.cor.2015.05.00363:C(172-186)Online publication date: 1-Nov-2015
    • (2014)Two-dimensional subset selection for hypervolume and epsilon-indicatorProceedings of the 2014 Annual Conference on Genetic and Evolutionary Computation10.1145/2576768.2598276(589-596)Online publication date: 12-Jul-2014

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