English

Algorithmic Reconstruction of the Fiber of Persistent Homology on Cell Complexes

Computational Geometry 2021-10-29 v1 Algebraic Topology

Abstract

Let KK be a finite simplicial, cubical, delta or CW complex. The persistence map PH\mathrm{PH} takes a filter f:KRf:K \rightarrow \mathbb{R} as input and returns the barcodes PH(f)\mathrm{PH}(f) of the associated sublevel set persistent homology modules. We address the inverse problem: given a target barcode DD, computing the fiber PH1(D)\mathrm{PH}^{-1}(D). For this, we use the fact that PH1(D)\mathrm{PH}^{-1}(D) decomposes as complex of polyhedra when KK is a simplicial complex, and we generalise this result to arbitrary based chain complexes. We then design and implement a depth first search algorithm that recovers the polyhedra forming the fiber PH1(D)\mathrm{PH}^{-1}(D). As an application, we solve a corpus of 120 sample problems, providing a first insight into the statistical structure of these fibers, for general CW complexes.

Keywords

Cite

@article{arxiv.2110.14676,
  title  = {Algorithmic Reconstruction of the Fiber of Persistent Homology on Cell Complexes},
  author = {Jacob Leygonie and Gregory Henselman-Petrusek},
  journal= {arXiv preprint arXiv:2110.14676},
  year   = {2021}
}

Comments

22 pages. 15 figures