One-Dimensional Reduction of Multidimensional Persistent Homology
F. Cagliari, B. Di Fabio, M. Ferri

TL;DR
This paper extends size functions to higher homology modules, reducing multidimensional persistent homology to a one-dimensional case, enabling stable distance computation and providing insights on homological critical values.
Contribution
It introduces a method to reduce multidimensional persistent homology to a one-dimensional form, facilitating stability analysis and critical value insights.
Findings
Reduction of multidimensional to 1D persistent homology
Introduction of a stable distance for multidimensional persistence
Insights on i-essentiality of homological critical values
Abstract
A recent result on size functions is extended to higher homology modules: the persistent homology based on a multidimensional measuring function is reduced to a 1-dimensional one. This leads to a stable distance for multidimensional persistent homology. Some reflections on i-essentiality of homological critical values conclude the paper.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsTopological and Geometric Data Analysis · Homotopy and Cohomology in Algebraic Topology · Algebraic structures and combinatorial models
