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Universality in Random Geometric Persistence Diagrams

Applied Algebraic Topology Network via YouTube

Overview

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Explore the fascinating phenomenon of universality in random geometric persistence diagrams through this 53-minute conference talk. Delve into the persistence diagrams of Cech and Vietoris-Rips complexes constructed from points sampled independently and identically distributed from various distributions in d-dimensional Euclidean space. Discover the remarkable experimental finding that the distribution of death/birth values in persistence diagrams appears to be universal, remaining independent of the underlying sampling distribution. Examine the mathematical framework behind weak universality and its rigorous proof, with particular emphasis on the geometric and topological components that integrate with probabilistic arguments. Learn about the general theoretical framework for proving universality in scale-invariant functionals and gain insights into current research progress in understanding this intriguing mathematical phenomenon in applied algebraic topology.

Syllabus

Primož Škraba (10/09/25) : Universality in Random Geometric Persistence Diagrams

Taught by

Applied Algebraic Topology Network

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