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インサイト - Community Detection
GVE-Leiden: Fast Leiden Algorithm for Community Detection in Shared Memory Setting
GVE-Leiden outperforms original Leiden, igraph Leiden, and NetworKit Leiden in community detection speed and quality.
GVE-Leiden: Fast Leiden Algorithm for Community Detection in Shared Memory Setting
The author presents GVE-Leiden as an optimized parallel implementation of the Leiden algorithm for community detection on shared memory multicore systems, outperforming other implementations significantly.
GSL-LPA: Fast Label Propagation Algorithm (LPA) for Community Detection with no Internally-Disconnected Communities
GSL-LPA introduces a parallel implementation of LPA to address internally-disconnected communities, outperforming existing methods significantly.
Optimal Community Detection with Vectorial Edges Covariates in VEC-SBM
The author explores the integration of vectorial edge covariates in community detection using the VEC-SBM, showing significant improvements in signal-to-noise ratio and clustering accuracy.
