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General Information
    • ISSN: 2010-3751
    • Frequency: Bimonthly (2012-2016); Quarterly (Since 2017)
    • DOI: 10.18178/IJFCC
    • Editor-in-Chief: Prof. Mohamed Othman
    • Executive Editor: Ms. Cherry L. Chan
    • Abstracting/ Indexing: Google Scholar,  Crossref, Electronic Journals LibraryEI (INSPEC, IET), etc.
    • E-mail:  ijfcc@ejournal.net 
Editor-in-chief
Prof. Mohamed Othman
Department of Communication Technology and Network Universiti Putra Malaysia, Malaysia
It is my honor to be the editor-in-chief of IJFCC. The journal publishes good papers in the field of future computer and communication. Hopefully, IJFCC will become a recognized journal among the readers in the filed of future computer and communication.
IJFCC 2015 Vol.4(3): 198-202 ISSN: 2010-3751
DOI: 10.7763/IJFCC.2015.V4.384

A Comparative Study of Multi-SOM Algorithms for Determining the Optimal Number of Clusters

I. Khanchouch, M. Charrad, and M. Limam
Abstract—The interpretation of the quality of clusters and the determination of the optimal number of clusters is still a crucial problem in clustering.
We focus in this paper on multi-SOM clustering method which overcomes the problem of extracting the number of clusters from the SOM map through the use of a clustering validity index. We test the multi-SOM algorithm using real and artificial data sets with different evaluation criteria not used previously such as Davies Bouldin index, Dunn index and silhouette index. The multi-SOM algorithm is compared to k-means and Birch methods. Results show that it is more efficient than classical clustering methods.

Index Terms—Clustering, SOM, multi-SOM, DVI, DB index, Dunn index, Silhouette index.

I. Khanchouch is with the LARODEC Laboratory and High Institute of Management, ISG Tunis, University of Tunis, Tunisia (tel.: +216 50 840 865; e-mail: imen.khanchouch@yahoo.fr).
M. Charrad is with University of Gabes, Tunisia (e-mail: malika.charrad@gmail.com).
M. Limam was with University of Tunis. He is now with Dhofar University, Oman (e-mail: Mohamed.limam@isg.rnu.tn).

[PDF]

Cite: I. Khanchouch, M. Charrad, and M. Limam, "A Comparative Study of Multi-SOM Algorithms for Determining the Optimal Number of Clusters," International Journal of Future Computer and Communication vol. 4, no. 3, pp. 198-202, 2015.

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