Percolation on Homology Generators in Codimension One
Yasuaki Hiraoka, Tatsuya Mikami

TL;DR
This paper develops a new percolation model based on homology generators in high-dimensional spaces, establishing phase transition thresholds and the uniqueness of infinite hole clusters in a topological setting.
Contribution
It introduces a novel percolation model on homology generators in cubical complexes and provides bounds for critical probabilities and cluster uniqueness.
Findings
Established bounds for the critical probability p_c^{hole}
Proved the existence of a phase transition in the model
Demonstrated the uniqueness of the infinite hole cluster
Abstract
This paper introduces a new percolation model motivated from polymer materials. The mathematical model is defined over a random cubical set in the -dimensional space and focuses on generations and percolations of -dimensional holes as higher dimensional topological objects. Here, the random cubical set is constructed by the union of unit faces in dimension which appear randomly and independently with probability , and holes are formulated by the homology generators. Under this model, the upper and lower estimates of the critical probability of the hole percolation are shown in this paper, implying the existence of the phase transition. The uniqueness of infinite hole cluster is also proven. This result shows that, when , the probability that two points in the dual…
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
TopicsStochastic processes and statistical mechanics · Topological and Geometric Data Analysis · Theoretical and Computational Physics
