An introduction to multiparameter persistence
In topological data analysis (TDA), one often studies the shape of data by constructing a
filtered topological space, whose structure is then examined using persistent homology …
filtered topological space, whose structure is then examined using persistent homology …
Stable vectorization of multiparameter persistent homology using signed barcodes as measures
Persistent homology (PH) provides topological descriptors for geometric data, such as
weighted graphs, which are interpretable, stable to perturbations, and invariant under, eg …
weighted graphs, which are interpretable, stable to perturbations, and invariant under, eg …
Signed barcodes for multi-parameter persistence via rank decompositions and rank-exact resolutions
In this paper, we introduce the signed barcode, a new visual representation of the global
structure of the rank invariant of a multi-parameter persistence module or, more generally, of …
structure of the rank invariant of a multi-parameter persistence module or, more generally, of …
Delaunay bifiltrations of functions on point clouds
Abstract The Delaunay filtration D.(X) of a point cloud X⊂ ℝd is a central tool of
computational topology. Its use is justified by the topological equivalence of D.(X) and the …
computational topology. Its use is justified by the topological equivalence of D.(X) and the …
Koszul complexes and relative homological algebra of functors over posets
Under certain conditions, Koszul complexes can be used to calculate relative Betti diagrams
of vector space-valued functors indexed by a poset, without the explicit computation of …
of vector space-valued functors indexed by a poset, without the explicit computation of …
Differentiability and Optimization of Multiparameter Persistent Homology
Real-valued functions on geometric data--such as node attributes on a graph--can be
optimized using descriptors from persistent homology, allowing the user to incorporate …
optimized using descriptors from persistent homology, allowing the user to incorporate …
Decomposition of zero-dimensional persistence modules via rooted subsets
ÁJ Alonso, M Kerber - Discrete & Computational Geometry, 2024 - Springer
We study the decomposition of zero-dimensional persistence modules, viewed as functors
valued in the category of vector spaces factorizing through sets. Instead of working directly at …
valued in the category of vector spaces factorizing through sets. Instead of working directly at …
Stabilizing decomposition of multiparameter persistence modules
HB Bjerkevik - arXiv preprint arXiv:2305.15550, 2023 - arxiv.org
While decomposition of one-parameter persistence modules behaves nicely, as
demonstrated by the algebraic stability theorem, decomposition of multiparameter modules …
demonstrated by the algebraic stability theorem, decomposition of multiparameter modules …
Sparse Approximation of the Subdivision-Rips Bifiltration for Doubling Metrics
The Vietoris-Rips filtration, the standard filtration on metric data in topological data analysis,
is notoriously sensitive to outliers. Sheehy's subdivision-Rips bifiltration $\mathcal {SR}(-) …
is notoriously sensitive to outliers. Sheehy's subdivision-Rips bifiltration $\mathcal {SR}(-) …
Persistence and the sheaf-function correspondence
N Berkouk - Forum of Mathematics, Sigma, 2023 - cambridge.org
The sheaf-function correspondence identifies the group of constructible functions on a real
analytic manifold M with the Grothendieck group of constructible sheaves on M. When M is a …
analytic manifold M with the Grothendieck group of constructible sheaves on M. When M is a …