Show simple item record

dc.contributor.authorAbu Doush, Iyad
dc.contributor.authorAl-Rashdan, We'am
dc.contributor.authorAl-Betar, Mohammed
dc.date.accessioned2021-01-18T07:22:49Z
dc.date.available2021-01-18T07:22:49Z
dc.date.issued3/13/2020
dc.identifier.urihttps://www.inderscience.com/info/inarticle.php?artid=106529
dc.identifier.urihttps://dspace.auk.edu.kw/handle/11675/6654
dc.description.abstractCommunity detection is the problem of identifying communities in which we aim to discover groups of nodes with high connectivity within the same group and with low connectivity outside the group. Community detection is considered to be a non-deterministic polynomial-time hard problem. Heuristic algorithms can be used to solve such a complex optimisation problem. Bat algorithm (BA) is a meta-heuristic optimisation algorithm. The BA can be used to model a multi-objective optimisation problem. In this paper, the multi-objective bat algorithm (MOBA) is adapted to model and solve the community detection problem. In order to evaluate the algorithm, four real-world datasets are used. The performance of the algorithm is compared with seven other methods from the literature. The comparison was in terms of two metrics to check the quality of the obtained community namely modularity (Q) and normalised mutual information (NMI). The results show that the proposed algorithm outperforms all algorithms in one dataset and that it is competitive in other cases.
dc.publisherInderscience
dc.relation.journalInternational Journal of Mathematical Modelling and Numerical Optimization
dc.titleCommunity detection in complex networks using multi-objective bat algorithm
dc.typeJournal Article
dcterms.bibliographicCitationIyad Abu Doush, Weam Alrashdan, Mohammed Azmi Al-Betar, and Mohammed A. Awadallah (2020). Multi-objective Bat Algorithm for Community Detection. International Journal of Mathematical Modelling and Numerical Optimization 10 (2), 123- 140.
dc.journal.volume10
dc.journal.issue2
dc.article.pages123- 140


Files in this item

FilesSizeFormatView

There are no files associated with this item.

This item appears in the following Collection(s)

Show simple item record