Functional limit theorems for the euler characteristic process in the critical regime
Andrew M. Thomas, Takashi Owada
Abstract
Abstract This study presents functional limit theorems for the Euler characteristic of Vietoris–Rips complexes. The points are drawn from a nonhomogeneous Poisson process on $\mathbb{R}^d$ , and the connectivity radius governing the formation of simplices is taken as a function of the time parameter t , which allows us to treat the Euler characteristic as a stochastic process. The setting in which this takes place is that of the critical regime, in which the simplicial complexes are highly connected and have nontrivial topology. We establish two ‘functional-level’ limit theorems, a strong law of large numbers and a central limit theorem, for the appropriately normalized Euler characteristic process.
Topics & Concepts
MathematicsLimit (mathematics)Euler characteristicEuler's formulaPoisson processCentral limit theoremLaw of large numbersRADIUSFunction (biology)Poisson distributionEuler equationsPure mathematicsMathematical analysisTopology (electrical circuits)CombinatoricsRandom variableStatisticsEvolutionary biologyBiologyComputer securityComputer scienceTopological and Geometric Data AnalysisPoint processes and geometric inequalitiesAlzheimer's disease research and treatments