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Titlebook: Complex Networks and Their Applications XI; Proceedings of The E Hocine Cherifi,Rosario Nunzio Mantegna,Salvatore M Conference proceedings

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The Hyperbolic Geometric Block Model and Networks with Latent and Explicit Geometries simulations on a stylized city of 10K inhabitants, we provide experimental evidence of the robustness of the HGBM model and of the possibility to combine a latent and an explicit geometry to produce data-driven social networks that exhibit many of the main features observed in empirical networks.
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The Distance Backbone of Directed Networks, and technical systems. We found that similarly to undirected graphs, directed graphs in general also contain a large amount of redundancy, as measured by the size of their (directed) distance backbone. Our methodology adds an additional tool to the principled sparsification of complex networks and the measure of their robustness.
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https://doi.org/10.1007/978-3-663-11474-1m-walk algorithm, on a system with 48 cores, DC-RST was up to 4X faster when first creating random partitions and up to 20X faster without this sub-step. DC-RST is shown to be a suitable replacement for Wilson’s sequential algorithm through a combination of theoretical and statistical results.
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