Skip to main content
Log in

Tabu Search versus GRASP for the maximum diversity problem

  • Regular paper
  • Published:
4OR Aims and scope Submit manuscript

Abstract

Description: The Maximum Diversity Problem (MDP) consists in determining a subset M of given cardinality from a set of elements N, in such a way that the sum of the pairwise differences between the elements of M is maximum. This problem, introduced by Glover, Hersh and McMillian has been deeply studied using the GRASP methodology. GRASPs are often characterized by a strong design effort dedicated to the randomized generation of high quality starting solutions, while the subsequent improvement phase is usually performed by a standard local search technique. The purpose of this paper is to explore a somewhat opposite approach, that is to refine the local search phase, by adopting a Tabu Search methodology, while keeping a very simple initialization procedure. Extensive computational results show that Tabu Search achieves both better results and much shorter computational times with respect to those reported for GRASP.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Aiex RM, Resende MGC, Ribeiro CC (2005) Tttplots: a perl program to create time-to-target plots. Technical report TD-6HT7EL, AT & T Labs

  • Andrade PMD, Plastino A, Ochi LS, Martins SL (2003) GRASP for the maximum diversity problem. In: Proceedings of the fifth metaheuristics international conference (MIC 2003)

  • Andrade PMD, Plastino LS, Martins SL (2005) GRASP with path-relinking for the maximum diversity problem. In: Nikoletseas S (ed) Proceedings of the 4th International workshop on efficient and experimental algorithms (WEA 2005), Lecture Notes in Computer Science (LNCS), vol 3539. Springer, Heidelberg, pp 558–569

  • Dell’Amico M, Trubian M (1998) Solution of large weighted equicut problems. Eur J Oper Res 106:500–521

    Article  Google Scholar 

  • Festa P, Resende MGC (2002) GRASP: An annotated bibliography. In: Ribeiro CC, Hansen P (eds). Essays and surveys in metaheuristics. Kluwer, Dordrecht, pp 325–367

    Google Scholar 

  • Ghosh JB (1996) Computational aspects of maximum diversity problem. Oper Res Lett 19:175–181

    Article  Google Scholar 

  • Glover F, Laguna M (1997) Tabu Search. Kluwer, Dordrecht

    Google Scholar 

  • Glover F, Hersh G, McMillian C (1977) Selecting subset of maximum diversity. MS/IS 77-9. University of Colorado, Boulder

    Google Scholar 

  • Glover F, Kuo CC, Dhir KS (1995) A discrete optimization model for preserving biological diversity. Appl Math Modelling 19(11):696–701

    Article  Google Scholar 

  • Glover F, Kuo CC, Dhir KS (1996) Integer programming and heuristic approaches to the minimum diversity problem. J Bus Manage 4(1):93–111

    Google Scholar 

  • Kochenberger G, Glover F (1999) Diversity data mining. Working paper series HCES-03-99, The University of Mississipi

  • Kuo CC, Glover F, Dhir KS (1993) Analyzing and modeling the maximum diversity problem by zero-one programming. Decis Sci 24:1171–1185

    Article  Google Scholar 

  • Silva GC, Ochi LS, Martins SL (2004) Experimental comparison of greedy randomized adaptive search procedures for the maximum diversity problem. In: Proceedings of the 3rd international workshop on efficient and experimental algorithms (WEA 2004), Lectures Notes on Computer Science (LNCS), vol 3059. Springer, Heidelberg, pp 498–512

  • Weitz R, Lakshminarayanan S (1998) An empirical comparison of heuristic methods for creating maximally diverse group. J Oper Res Soc 49:635–646

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Roberto Aringhieri.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Aringhieri, R., Cordone, R. & Melzani, Y. Tabu Search versus GRASP for the maximum diversity problem. 4OR 6, 45–60 (2008). https://doi.org/10.1007/s10288-007-0033-9

Download citation

  • Received:

  • Revised:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10288-007-0033-9

Keywords

MSC Classification

Navigation