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Limit theorems for topological invariants of the dynamic multi-parameter simplicial complex

Author

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  • Owada, Takashi
  • Samorodnitsky, Gennady
  • Thoppe, Gugan

Abstract

The topological study of existing random simplicial complexes is non-trivial and has led to several seminal works. However, the applicability of such studies is limited since a single parameter usually governs the randomness in these models. With this in mind, we focus here on the topology of the recently proposed multi-parameter random simplicial complex. In particular, we introduce a dynamic variant of this model and look at how its topology evolves. In this dynamic setup, the temporal evolution of simplices is determined by stationary and possibly non-Markovian processes with a renewal structure. Special cases of this setup include the dynamic versions of the clique complex and the Linial–Meshulam complex. Our key result concerns the regime where the face-count of a particular dimension dominates. We show that the Betti number corresponding to this dimension and the Euler characteristic satisfy a functional strong law of large numbers and a functional central limit theorem. Surprisingly, in the latter result, the limiting process depends only upon the dynamics in the smallest non-trivial dimension.

Suggested Citation

  • Owada, Takashi & Samorodnitsky, Gennady & Thoppe, Gugan, 2021. "Limit theorems for topological invariants of the dynamic multi-parameter simplicial complex," Stochastic Processes and their Applications, Elsevier, vol. 138(C), pages 56-95.
  • Handle: RePEc:eee:spapps:v:138:y:2021:i:c:p:56-95
    DOI: 10.1016/j.spa.2021.04.008
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