A Multivariate CLT for Dissociated Sums with Applications to Random Complexes

Tadas Temcinas
March 22, 2022
4:00PM - 5:00PM
Zoom

Date Range
2022-03-22 16:00:00 2022-03-22 17:00:00 A Multivariate CLT for Dissociated Sums with Applications to Random Complexes Title:  A Multivariate CLT for Dissociated Sums with Applications to Random Complexes Speaker:  Tadas Temcinas (University of Oxford) Speaker's URL:  https://temcinas.github.io/ Abstract:  Acyclic partial matchings on simplicial complexes play an important role in topological data analysis by facilitating efficient computation of (persistent) homology groups. Here we describe probabilistic properties of critical simplex counts for such matchings on clique complexes of Bernoulli random graphs. In order to accomplish this goal, we generalise the notion of a dissociated sum to a multivariate setting and prove an abstract multivariate central limit theorem using Stein's method. As a consequence of this general result, we are able to extract central limit theorems not only for critical simplex counts, but also for simplex counts in the link of a fixed simplex in a random clique complex. URL associated with Seminar:  https://tgda.osu.edu/activities/tdga-seminar/ Location:  https://osu.zoom.us/j/93628189417?pwd=a0l3aU5OM3Z6U09lZFllYlJ0Tis0QT09 Zoom America/New_York public

Title:  A Multivariate CLT for Dissociated Sums with Applications to Random Complexes

Speaker:  Tadas Temcinas (University of Oxford)

Speaker's URL:  https://temcinas.github.io/

Abstract:  Acyclic partial matchings on simplicial complexes play an important role in topological data analysis by facilitating efficient computation of (persistent) homology groups. Here we describe probabilistic properties of critical simplex counts for such matchings on clique complexes of Bernoulli random graphs. In order to accomplish this goal, we generalise the notion of a dissociated sum to a multivariate setting and prove an abstract multivariate central limit theorem using Stein's method. As a consequence of this general result, we are able to extract central limit theorems not only for critical simplex counts, but also for simplex counts in the link of a fixed simplex in a random clique complex.

URL associated with Seminar:  https://tgda.osu.edu/activities/tdga-seminar/

Location:  https://osu.zoom.us/j/93628189417?pwd=a0l3aU5OM3Z6U09lZFllYlJ0Tis0QT09

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