A Lattice-Theoretic Perspective on the Persistence Map
Brendan Mallery, Ad\'elie Garin, Justin Curry

TL;DR
This paper offers a lattice-theoretic framework for understanding the persistence map in topological data analysis, enabling more efficient inverse computations and connecting TDA with combinatorics.
Contribution
It introduces a local, lattice-theoretic description of the persistence map, bridging TDA and combinatorics for improved computational approaches.
Findings
Provides an isomorphic description of the persistence map
Enables potential speed-ups in inverse computations
Bridges TDA with classical combinatorics tools
Abstract
We provide a naturally isomorphic description of the persistence map from merge trees to barcodes in terms of a monotone map from the partition lattice to the subset lattice. Our description is local, which offers the potential to speed up inverse computations, and brings classical tools in combinatorics to bear on an active area of research in topological data analysis (TDA).
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 · Digital Image Processing Techniques
