Random walks on simplicial complexes and harmonics†

نویسندگان

  • Sayan Mukherjee
  • John Steenbergen
چکیده

In this paper, we introduce a class of random walks with absorbing states on simplicial complexes. Given a simplicial complex of dimension d, a random walk with an absorbing state is defined which relates to the spectrum of the k-dimensional Laplacian for 1 ≤ k ≤ d. We study an example of random walks on simplicial complexes in the context of a semi-supervised learning problem. Specifically, we consider a label propagation algorithm on oriented edges, which applies to a generalization of the partially labelled classification problem on graphs. © 2016 Wiley Periodicals, Inc. Random Struct. Alg., 49, 379-405, 2016.

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عنوان ژورنال:

دوره 49  شماره 

صفحات  -

تاریخ انتشار 2016