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A Local Search Algorithm for Clustering in Software as a Service Networks


Jelmer P. Van der Gaast


Erasmus University Rotterdam (EUR)

Cornelieus A. Rietveld


affiliation not provided to SSRN

Adriana F. Gabor


Erasmus University Rotterdam (EUR)

Yingqian Zhang


Erasmus School of Economics

February 2011 3,

ERIM Report Series Reference No. ERS-2011-004-LIS

Abstract:     
In this paper we present and analyze a model for clustering in networks that offer Software as a Service (SaaS). In this problem, organizations requesting a set of applications have to be assigned to clusters such that the costs of opening clusters and installing the necessary applications in clusters are minimized. We prove that this problem is NP-hard, and model it as an Integer Program with symmetry breaking constraints. We then propose a Tabu search heuristic for situations where good solutions are desired in a short computation time. Extensive computational experiments are conducted for evaluating the quality of the solutions obtained by the IP model and the Tabu Search heuristic. Experimental results indicate that the proposed Tabu Search is promising.

Number of Pages in PDF File: 26

Keywords: Tabu Search, integer programming, software as a service, complexity theory

JEL Classification: M13, O32, M

working papers series


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Date posted: March 28, 2011  

Suggested Citation

Van der Gaast, Jelmer P., Rietveld, Cornelieus A., Gabor, Adriana F. and Zhang, Yingqian, A Local Search Algorithm for Clustering in Software as a Service Networks (February 2011 3,). ERIM Report Series Reference No. ERS-2011-004-LIS. Available at SSRN: http://ssrn.com/abstract=1793629

Contact Information

Jelmer P. Van der Gaast
Erasmus University Rotterdam (EUR) ( email )
Burgemeester Oudlaan 50
3000 DR Rotterdam, 3062PA
Netherlands
Cornelieus A. Rietveld
affiliation not provided to SSRN
Adriana F. Gabor
Erasmus University Rotterdam (EUR) ( email )
Burgemeester Oudlaan 50
3000 DR Rotterdam, 3062PA
Netherlands
Yingqian Zhang
Erasmus School of Economics ( email )
Burgemeester Oudlaan 50
3000 DR Rotterdam, 3062PA
Netherlands
HOME PAGE: http://people.few.eur.nl/yqzhang/
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