| Title: |
Morse Theory for the k-NN Distance Function |
| Authors: |
Reani, Y; Bobrowski, O; Symposium on Computational Geometry |
| Publisher Information: |
arXiv |
| Publication Year: |
2024 |
| Collection: |
Queen Mary University of London: Queen Mary Research Online (QMRO) |
| Description: |
We study the k-th nearest neighbor distance function from a finite point-set in Rd. We provide a Morse theoretic framework to analyze the sub-level set topology. In particular, we present a simple combinatorial-geometric characterization for critical points and their indices, along with detailed information about the possible changes in homology at the critical levels. We conclude by computing the expected number of critical points for a homogeneous Poisson process. Our results deliver significant insights and tools for the analysis of persistent homology in order-k Delaunay mosaics, and random k-fold coverage. |
| Document Type: |
conference object |
| Language: |
unknown |
| Relation: |
https://qmro.qmul.ac.uk/xmlui/handle/123456789/97145 |
| Availability: |
https://qmro.qmul.ac.uk/xmlui/handle/123456789/97145 |
| Accession Number: |
edsbas.30D888DB |
| Database: |
BASE |