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.
Original language | English |
---|---|
Pages (from-to) | 49-70 |
Number of pages | 22 |
Journal | Journal of Topology and Analysis |
Volume | 4 |
Issue number | 1 |
DOIs | |
State | Published - Mar 2012 |
Keywords
- Betti numbers
- Euler characteristic
- Gaussian kinematic formula
- Gaussian processes
- Persistent homology
- barcodes
- random fields
All Science Journal Classification (ASJC) codes
- Analysis
- Geometry and Topology