Flattening Based Cuckoo Search Optimization Algorithm for Community Detection in Multiplex Networks
Randa Boukabene, Fatima Benbouzid-Si Tayeb, Narimene Dakiche
2024
Abstract
Complex network analysis is a thriving research field, with a particular focus on community detection. This paper addresses the challenge of community detection in multiplex networks, which model multiple types of relationships to reflect reality. Our approach consists of two key steps. First, we employ multiplex network flattening techniques to transform it into a one-dimensional network. Second, we introduce a cuckoo search-based algorithm to maximize the modularity function and identify the best network partitions. Our algorithm strategically combines the continuous aspects of the standard cuckoo search algorithm with the discrete nature of community detection, to achieve better results. Experiments on both synthetic and real-world multiplex networks demonstrate the efficiency and effectiveness of our approach.
DownloadPaper Citation
in Harvard Style
Boukabene R., Benbouzid-Si Tayeb F. and Dakiche N. (2024). Flattening Based Cuckoo Search Optimization Algorithm for Community Detection in Multiplex Networks. In Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART; ISBN 978-989-758-680-4, SciTePress, pages 519-526. DOI: 10.5220/0012363600003636
in Bibtex Style
@conference{icaart24,
author={Randa Boukabene and Fatima Benbouzid-Si Tayeb and Narimene Dakiche},
title={Flattening Based Cuckoo Search Optimization Algorithm for Community Detection in Multiplex Networks},
booktitle={Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART},
year={2024},
pages={519-526},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012363600003636},
isbn={978-989-758-680-4},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART
TI - Flattening Based Cuckoo Search Optimization Algorithm for Community Detection in Multiplex Networks
SN - 978-989-758-680-4
AU - Boukabene R.
AU - Benbouzid-Si Tayeb F.
AU - Dakiche N.
PY - 2024
SP - 519
EP - 526
DO - 10.5220/0012363600003636
PB - SciTePress