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Simplicial homology of random configurations

  • CNRS LTCI
  • Normandie Université

Résultats de recherche: Contribution à un journalArticleRevue par des pairs

Résumé

Given a Poisson process on a d-dimensional torus, its random geometric simplicial complex is the complex whose vertices are the points of the Poisson process and simplices are given by the č ech complex associated to the coverage of each point. By means of Malliavin calculus, we compute explicitly the three first-order moments of the number of k-simplices, and provide a way to compute higher-order moments. Then we derive the mean and the variance of the Euler characteristic. Using the Stein method, we estimate the speed of convergence of the number of occurrences of any connected subcomplex as it converges towards the Gaussian law when the intensity of the Poisson point process tends to infinity. We use a concentration inequality for Poisson processes to find bounds for the tail distribution of the Betti number of first order and the Euler characteristic in such simplicial complexes.

langue originaleAnglais
Pages (de - à)325-347
Nombre de pages23
journalAdvances in Applied Probability
Volume46
Numéro de publication2
Les DOIs
étatPublié - 1 janv. 2014
Modification externeOui

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