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Fast community detection by SCORE
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Abstract: Consider a network where the nodes split into $K$ different communities. The
community labels for the nodes are unknown and it is of major interest to
estimate them (i.e., community detection). Degree Corrected Block Model (DCBM)
is a popular network model. How to detect communities with the DCBM is an
interesting problem, where the main challenge lies in the degree heterogeneity.
We propose a new approach to community detection which we call the Spectral
Clustering On Ratios-of-Eigenvectors (SCORE). Co ...
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Yuval Filmus
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FrankS
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