Simplicial complexes: Spectrum, homology and random walks

Research output: Contribution to journalArticlepeer-review

Abstract

This paper studies the dynamical and asymptotic aspects of high-dimensional expanders. We define a stochastic process on simplicial complexes of arbitrary dimension, which detects the existence of homology in the same way that a random walk on a finite graph reflects its connectedness. Through this, we obtain high-dimensional analogues of graph properties such as bipartiteness, return probability, amenability and transience/recurrence. In the second part of the paper we generalize Kesten's result on the spectrum of regular trees, and of the connection between return probabilities and spectral radius. We study the analogue of the Alon-Boppana theorem on spectral gaps, and exhibit a counterexample for its high-dimensional counterpart. We show, however, that under some assumptions the theorem does hold - for example, if the codimension-one skeletons of the complexes in question form a family of expanders.

Original languageEnglish
Pages (from-to)225-261
Number of pages37
JournalRandom Structures and Algorithms
Volume50
Issue number2
DOIs
StatePublished - 1 Mar 2017
Externally publishedYes

Keywords

  • homology
  • random walk
  • simplicial complexes
  • spectrum

All Science Journal Classification (ASJC) codes

  • Software
  • Applied Mathematics
  • General Mathematics
  • Computer Graphics and Computer-Aided Design

Fingerprint

Dive into the research topics of 'Simplicial complexes: Spectrum, homology and random walks'. Together they form a unique fingerprint.

Cite this