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Algorithmic reconstruction of the fiber of persistent homology on cell complexes

  • Jacob Leygonie,
  • Gregory Henselman-Petrusek

摘要

Let K be a finite simplicial, cubical, delta or CW complex. The persistence map  \(\textrm{PH}\) PH takes a filter  \(f:K\rightarrow \mathbb {R}\) f : K R as input and returns the barcodes of the sublevel set persistent homology of f in each dimension. We address the inverse problem: given target barcodes D, computing the fiber  \(\textrm{PH}^{-1}(D)\) PH - 1 ( D ) . For this, we use the fact that  \(\textrm{PH}^{-1}(D)\) PH - 1 ( D ) decomposes as a polyhedral complex when K is a simplicial complex, and we generalise this result to arbitrary based chain complexes. We then design and implement a depth-first search that recovers the polytopes forming the fiber  \(\textrm{PH}^{-1}(D)\) 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.