Exterior Critical Series of Persistence Modules
Pawin Vongmasa, Gunnar Carlsson

TL;DR
This paper introduces the exterior critical series, a new discrete invariant for persistence modules that extends the concept of the barcode to multi-dimensional cases and captures features beyond the rank invariant.
Contribution
The paper proposes the exterior critical series as a novel invariant that is complete for 1D modules and applicable to multi-dimensional modules, detecting additional features.
Findings
Complete invariant for 1D persistence modules
Applicable to multi-dimensional modules
Detects features not captured by the rank invariant
Abstract
The persistence barcode is a well-established complete discrete invariant for finitely generated persistence modules [5] [1]. Its definition, however, does not extend to multi- dimensional persistence modules. In this paper, we introduce a new discrete invariant: the exterior critical series. This invariant is complete in the one-dimensional case and can be defined for multi-dimensional persistence modules, like the rank invariant [2]. However, the exterior critical series can detect some features that are not captured by the rank invariant.
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Taxonomy
TopicsTopological and Geometric Data Analysis · Anomaly Detection Techniques and Applications · Advanced Graph Neural Networks
