Overcoming the complexity barrier of the dynamic message-passing method in networks with fat-tailed degree distributions.
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DOI: 10.1103/physreve.104.045313
Abstract: The dynamic cavity method provides the most efficient way to evaluate probabilities of dynamic trajectories in systems of stochastic units with unidirectional sparse interactions. It is closely related to sum-product algorithms widely used to compute… read more here.
Keywords: overcoming complexity; degree distributions; complexity barrier; fat tailed ... See more keywords