Euler Integration of Gaussian Random Fields and Persistent Homology
Probability
2015-03-13 v3 Algebraic Topology
Abstract
In this paper we extend the notion of the Euler characteristic to persistent homology and give the relationship between the Euler integral of a function and the Euler characteristic of the function's persistent homology. We then proceed to compute the expected Euler integral of a Gaussian random field using the Gaussian kinematic formula and obtain a simple closed form expression. This results in the first explicitly computable mean of a quantitative descriptor for the persistent homology of a Gaussian random field.
Cite
@article{arxiv.1003.5175,
title = {Euler Integration of Gaussian Random Fields and Persistent Homology},
author = {Omer Bobrowski and Matthew Strom Borman},
journal= {arXiv preprint arXiv:1003.5175},
year = {2015}
}
Comments
21 pages, 1 figure