Community detection in general stochastic block models: fundamental limits and e cient recovery algorithms Emmanuel Abbey Colin Sandonz Abstract New phase transition phenomena have recently been discovered for the stochastic block model, for the special case of two nonoverlapping symmetric communities. This
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The stochastic block model (SBM) is a flexible probabilistic tool that can be used to model interactions between clusters of nodes in a network. ... moving from a community like pattern to a bipartite like one. ... 21th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2013), Bruges ...
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I really don't like the term sciencebased medicine, because it paints an inaccurate picture. Much of the scientific knowledge we have is based on animal studies, yet we call it science. However, SBM is not referring to this type of science with regard to medicine. They are referring to large, replicated, doubleblind, placebocontrolled ...
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Popular approaches, including the stochastic block model (SBM), assume edges are unweighted, which limits their utility by discarding potentially useful information. We introduce the weighted stochastic block model (WSBM), which generalizes the SBM to networks with edge weights drawn from any exponential family distribution.
a latent stochastic block model (SBM), and our goal is to infer both the partition of the nodes into blocks, as well as the parameters of this SBM. We present simple spectral algorithms that ... the brain, and would like to infer the coupling between these regions.
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