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Random walks on simplicial complexes
April 16, 2024, 4:49 a.m. | Thomas Bonis, Laurent Decreusefond, Viet Chi Tran, Zhihan Iris Zhang
stat.ML updates on arXiv.org arxiv.org
Abstract: The notion of Laplacian of a graph can be generalized to simplicial complexes and hypergraphs, and contains information on the topology of these structures. Even for a graph, the consideration of associated simplicial complexes is interesting to understand its shape. Whereas the Laplacian of a graph has a simple probabilistic interpretation as the generator of a continuous time Markov chain on the graph, things are not so direct when considering simplicial complexes. We define here …
abstract arxiv generalized graph information math.pr notion random simple stat.ml topology type
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