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 operations. But the size of the generalized persistence diagram, , 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 .
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