Statistical topology via Morse theory persistence and nonparametric estimation
Statistical topology via Morse theory persistence and nonparametric estimation
In this paper we examine the use of topological methods for multivariate statistics. Using persistent homology from computational algebraic topology, a random sample is used to construct estimators of persistent homology. This estimation procedure can then be evaluated using the bottleneck distance between the estimated persistent homology and the true …