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A hybrid deep learning and metaheuristic optimization algorithm for accurate and scalable community detection in complex networks | Synapse
March 3, 2026
A hybrid deep learning and metaheuristic optimization algorithm for accurate and scalable community detection in complex networks
SP
Solmaz Pourmahmoud
FG
Farhad Soleimanian Gharehchopogh
MM
Mohammad Masdari
Key Points
Community detection accuracy significantly improved through a hybrid deep learning approach and metaheuristic optimization.
The proposed algorithm achieved a notable enhancement with a 20% increase in detection precision compared to traditional methods.
This analysis employs a hybrid algorithm combining deep learning techniques and optimization strategies to analyze complex networks.
Implications highlight the potential for scalable community detection, although scalability in larger networks needs further evaluation.
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Pourmahmoud et al. (Tue,) studied this question.
synapsesocial.com/papers/69a75a83c6e9836116a206bd
https://doi.org/https://doi.org/10.1007/s41060-025-01012-6
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