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Maximum persistent Betti numbers of Čech complexes
Herbert Edelsbrunner1, Matthew Kahle2, Shu Kanazawa3
1ISTA (Institute of Science and Technology Austria), Am Campus 1, 3400 Klosterneuburg, Austria.
The number of persistent holes in Čech complexes of n points in Euclidean space is linear with respect to n. This finding bounds topological features persisting over a fixed interval, applicable to various complexes.
Area of Science:
- Computational Topology
- Geometric Analysis
- Discrete Geometry
Background:
- Čech complexes are fundamental in topological data analysis for representing shape.
- Understanding the persistence of topological features (holes) is crucial for data interpretation.
- Previous work suggested bounds, but explicit proofs for persistent holes over intervals were lacking.
Purpose of the Study:
- To prove that the number of p-dimensional holes in a Čech complex of n points in R^d persisting over a constant length interval is linearly bounded by n.
- To provide an elementary and self-contained proof for this linear bound.
- To demonstrate the applicability of the bound to Alpha and Vietoris-Rips complexes.
Main Methods:
- A packing argument is employed.
- Čech complexes are related to snap complexes over a spatial partition.
- The proof relies on geometric and combinatorial constructions.
Main Results:
- A linear upper bound (constant times n) is established for the number of p-dimensional holes persisting from radius 1 to 1+ε.
- The bound holds for any fixed dimension p < d and ε > 0.
- The result is shown to apply to Alpha complexes and Vietoris-Rips complexes.
Conclusions:
- The number of persistent holes in Čech complexes, Alpha complexes, and Vietoris-Rips complexes over a fixed interval is shown to be linearly dependent on the number of data points.
- This provides a fundamental quantitative understanding of topological feature persistence.
- The elementary proof offers a new perspective without relying on advanced theories.
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