Published June 23, 2020 | Version v1
Conference paper

Edge Collapse and Persistence of Flag Complexes

Description

In this article, we extend the notions of dominated vertex and strong collapse of a simplicial complex as introduced by J. Barmak and E. Miniam. We say that a simplex (of any dimension) is dominated if its link is a simplicial cone. Domination of edges appears to be a very powerful concept, especially when applied to flag complexes. We show that edge collapse (removal of dominated edges) in a flag complex can be performed using only the 1-skeleton of the complex. Furthermore, the residual complex is a flag complex as well. Next we show that, similar to the case of strong collapses, we can use edge collapses to reduce a flag filtration F to a smaller flag filtration Fc with the same persistence. Here again, we only use the 1-skeletons of the complexes. The resulting method to compute Fc is simple and extremely efficient and, when used as a preprocessing for persistence computation, leads to gains of several orders of magnitude w.r.t the state-of-the-art methods (including our previous approach using strong collapse). The method is exact, irrespective of dimension, and improves performance of persistence computation even in low dimensions. This is demonstrated by numerous experiments on publicly available data.

Abstract

International audience

Additional details

Identifiers

URL
https://hal.inria.fr/hal-02873740
URN
urn:oai:HAL:hal-02873740v1

Origin repository

Origin repository
UNICA