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Simple and accurate analytical calculation of shortest path lengths

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arxiv 1604.05521 v1 pith:KMONASYU submitted 2016-04-19 physics.soc-ph cond-mat.stat-mechcs.DMcs.SI

classification physics.soc-phcond-mat.stat-mechcs.DMcs.SI
keywords distributionnetworksaccurateanalyticallengthsresultsshortestapproach
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abstract

We present an analytical approach to calculating the distribution of shortest paths lengths (also called intervertex distances, or geodesic paths) between nodes in unweighted undirected networks. We obtain very accurate results for synthetic random networks with specified degree distribution (the so-called configuration model networks). Our method allows us to accurately predict the distribution of shortest path lengths on real-world networks using their degree distribution, or joint degree-degree distribution. Compared to some other methods, our approach is simpler and yields more accurate results. In order to obtain the analytical results, we use the analogy between an infection reaching a node in $n$ discrete time steps (i.e., as in the susceptible-infected epidemic model) and that node being at a distance $n$ from the source of the infection.

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  1. Analytical results for the distribution of shortest path lengths in directed random networks that grow by node duplication

    physics.soc-ph 2019-08 conditional novelty 5.0 of 10

    The distribution of shortest path lengths in the corded directed node-duplication network is a convolution of the seed distribution with Poisson terms, and its mean distance grows logarithmically with network size whi...

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