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From Leiden to Tel-Aviv University (TAU): exploring clustering solutions via a genetic algorithm

Graph clustering is a fundamental problem in machine learning with numerous applications in data science. State-of-the-art approaches to the problem, Louvain and Leiden, aim at optimizing the modularity function. However, their greedy nature leads to fast convergence to sub-optimal solutions. Here,...

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Detalles Bibliográficos
Autores principales: Gilad, Gal, Sharan, Roded
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10244004/
https://www.ncbi.nlm.nih.gov/pubmed/37287709
http://dx.doi.org/10.1093/pnasnexus/pgad180