English

Output-sensitive Computation of Generalized Persistence Diagrams for 2-filtrations

Computational Geometry 2023-05-17 v2 Algebraic Topology

Abstract

When persistence diagrams are formalized as the Mobius inversion of the birth-death function, they naturally generalize to the multi-parameter setting and enjoy many of the key properties, such as stability, that we expect in applications. The direct definition in the 2-parameter setting, and the corresponding brute-force algorithm to compute them, require Ω(n4)\Omega(n^4) operations. But the size of the generalized persistence diagram, CC, can be as low as linear (and as high as cubic). We elucidate a connection between the 2-parameter and the ordinary 1-parameter settings, which allows us to design an output-sensitive algorithm, whose running time is in O(n3+Cn)O(n^3 + Cn).

Keywords

Cite

@article{arxiv.2112.03980,
  title  = {Output-sensitive Computation of Generalized Persistence Diagrams for 2-filtrations},
  author = {Dmitriy Morozov and Amit Patel},
  journal= {arXiv preprint arXiv:2112.03980},
  year   = {2023}
}

Comments

Major revision. The exposition is greatly simplified and background section is expanded