We introduce an operator to describe a random walk process on a simplicial complex. Walkers are allowed to wander across simplices of various dimensions, bridging nodes to edges, and edges to triangles, via a nested organization that hierarchically extends to higher structures of arbitrarily large, but finite, dimension. The asymptotic distribution of the walkers provides a natural ranking to gauge the relative importance of higher-order simplices. Optimal search strategies in the presence of stochastic teleportation are addressed, and the peculiar interplay of noise with higher-order structures is unraveled.
Random walks across dimensions: Exploring simplicial complexes / Febbe D., Fanelli D., Carletti T.. - In: PHYSICAL REVIEW. E. - ISSN 2470-0045. - ELETTRONICO. - 114:(2026), pp. 044307.0-044307.0. [10.1103/ppm1-mxhz]
Random walks across dimensions: Exploring simplicial complexes
Febbe D.
;Carletti T.
2026
Abstract
We introduce an operator to describe a random walk process on a simplicial complex. Walkers are allowed to wander across simplices of various dimensions, bridging nodes to edges, and edges to triangles, via a nested organization that hierarchically extends to higher structures of arbitrarily large, but finite, dimension. The asymptotic distribution of the walkers provides a natural ranking to gauge the relative importance of higher-order simplices. Optimal search strategies in the presence of stochastic teleportation are addressed, and the peculiar interplay of noise with higher-order structures is unraveled.| File | Dimensione | Formato | |
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