Sectional Voronoi tessellations: Characterization and high-dimensional limits
Anna Gusakova, Zakhar Kabluchko, Christoph Thaele

TL;DR
This paper studies the geometric properties of sectional Voronoi tessellations, showing how intersections with affine subspaces relate to different models and demonstrating high-dimensional convergence to Gaussian-Voronoi tessellations.
Contribution
It characterizes the intersections of various Voronoi tessellations with affine subspaces and proves their high-dimensional limits to Gaussian-Voronoi tessellations.
Findings
Intersection of Poisson-Voronoi with affine subspace matches beta-Voronoi distribution.
Detailed analysis of typical cell and face properties.
High-dimensional limit of Poisson-Voronoi intersection converges to Gaussian-Voronoi.
Abstract
The intersections of beta-Voronoi, beta-prime-Voronoi and Gaussian-Voronoi tessellations in with -dimensional affine subspaces, , are shown to be random tessellations of the same type but with different model parameters. In particular, the intersection of a classical Poisson-Voronoi tessellation with an affine subspace is shown to have the same distribution as a certain beta-Voronoi tessellation. The geometric properties of the typical cell and, more generally, typical -faces, of the sectional Poisson-Voronoi tessellation are studied in detail. It is proved that in high dimensions, that is as , the intersection of the -dimensional Poison-Voronoi tessellation with an affine subspace of fixed dimension converges to the -dimensional Gaussian-Voronoi tessellation.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsPoint processes and geometric inequalities · Geochemistry and Geologic Mapping · Soil Geostatistics and Mapping
