SiFSO: Fish Swarm Optimization-Based Technique for Efficient Community Detection in Complex Networks
Joint Authors
Ahmad, Yasir
Zareei, Mahdi
Khan, Atif
Ullah, Mohib
Khan, Rafiullah
Shafi, Bushra
Aldosary, Abdallah
Mohamed, Ehab Mahmoud
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-12-12
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
Efficient community detection in a complex network is considered an interesting issue due to its vast applications in many prevailing areas such as biology, chemistry, linguistics, social sciences, and others.
There are several algorithms available for network community detection.
This study proposed the Sigmoid Fish Swarm Optimization (SiFSO) algorithm to discover efficient network communities.
Our proposed algorithm uses the sigmoid function for various fish moves in a swarm, including Prey, Follow, Swarm, and Free Move, for better movement and community detection.
The proposed SiFSO algorithm’s performance is tested against state-of-the-art particle swarm optimization (PSO) algorithms in Q-modularity and normalized mutual information (NMI).
The results showed that the proposed SiFSO algorithm is 0.0014% better in terms of Q-modularity and 0.1187% better in terms of NMI than the other selected algorithms.
American Psychological Association (APA)
Ahmad, Yasir& Ullah, Mohib& Khan, Rafiullah& Shafi, Bushra& Khan, Atif& Zareei, Mahdi…[et al.]. 2020. SiFSO: Fish Swarm Optimization-Based Technique for Efficient Community Detection in Complex Networks. Complexity،Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1143285
Modern Language Association (MLA)
Ahmad, Yasir…[et al.]. SiFSO: Fish Swarm Optimization-Based Technique for Efficient Community Detection in Complex Networks. Complexity No. 2020 (2020), pp.1-9.
https://search.emarefa.net/detail/BIM-1143285
American Medical Association (AMA)
Ahmad, Yasir& Ullah, Mohib& Khan, Rafiullah& Shafi, Bushra& Khan, Atif& Zareei, Mahdi…[et al.]. SiFSO: Fish Swarm Optimization-Based Technique for Efficient Community Detection in Complex Networks. Complexity. 2020. Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1143285
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1143285