Meta-Diagrams for 2-Parameter Persistence

03/14/2023
by   Nate Clause, et al.
0

We first introduce the notion of meta-rank for a 2-parameter persistence module, an invariant that captures the information behind images of morphisms between 1D slices of the module. We then define the meta-diagram of a 2-parameter persistence module to be the Möbius inversion of the meta-rank, resulting in a function that takes values from signed 1-parameter persistence modules. We show that the meta-rank and meta-diagram contain information equivalent to the rank invariant and the signed barcode. This equivalence leads to computational benefits, as we introduce an algorithm for computing the meta-rank and meta-diagram of a 2-parameter module M indexed by a bifiltration of n simplices in O(n^3) time. This implies an improvement upon the existing algorithm for computing the signed barcode, which has O(n^4) runtime. This also allows us to improve the existing upper bound on the number of rectangles in the rank decomposition of M from O(n^4) to O(n^3). In addition, we define notions of erosion distance between meta-ranks and between meta-diagrams, and show that under these distances, meta-ranks and meta-diagrams are stable with respect to the interleaving distance. Lastly, the meta-diagram can be visualized in an intuitive fashion as a persistence diagram of diagrams, which generalizes the well-understood persistence diagram in the 1-parameter setting.

READ FULL TEXT

page 3

page 7

page 9

page 13

research
10/26/2018

Generalized Persistence Diagrams for Persistence Modules over Posets

When a category C satisfies certain conditions, we define the notion of ...
research
11/30/2020

Morse-based Fibering of the Persistence Rank Invariant

Although there is no doubt that multi-parameter persistent homology is a...
research
12/07/2021

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

When persistence diagrams are formalized as the Mobius inversion of the ...
research
10/26/2018

Rank invariant for Zigzag Modules

The rank invariant is of great interest in studying both one-dimensional...
research
11/30/2021

Computing Generalized Rank Invariant for 2-Parameter Persistence Modules via Zigzag Persistence and its Applications

The notion of generalized rank invariant in the context of multiparamete...
research
03/07/2018

Nonparametric Estimation of Probability Density Functions of Random Persistence Diagrams

We introduce a nonparametric way to estimate the global probability dens...
research
01/28/2021

From Geometry to Topology: Inverse Theorems for Distributed Persistence

What is the "right" topological invariant of a large point cloud X? Prio...

Please sign up or login with your details

Forgot password? Click here to reset