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On the evolution of topology in dynamic clique complexes

Published online by Cambridge University Press:  11 January 2017

Gugan C. Thoppe*
Affiliation:
Technion – Israel Institute of Technology
D. Yogeshwaran*
Affiliation:
Indian Statistical Institute
Robert J. Adler*
Affiliation:
Technion – Israel Institute of Technology
*
* Postal address: Faculty of Electrical Engineering, Technion, Haifa, 32000, Israel.
*** Postal address: Statistics and Mathematics Unit, Indian Statistical Institute, Bangalore, 560059, India.
* Postal address: Faculty of Electrical Engineering, Technion, Haifa, 32000, Israel.
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Abstract

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We consider a time varying analogue of the Erdős–Rényi graph and study the topological variations of its associated clique complex. The dynamics of the graph are stationary and are determined by the edges, whichevolve independently as continuous-time Markov chains. Our main result is that when the edgeinclusion probability is of the form p=n α, where n is the number of vertices and α∈(-1/k, -1/(k + 1)), then the process of the normalised kth Betti number of these dynamic clique complexes convergesweakly to the Ornstein–Uhlenbeck process as n→∞.

Information

Type
Research Article
Copyright
Copyright © Applied Probability Trust 2017