activity
20072023
most citedSliced Wasserstein Kernel for Persistence Diagrams

87 citations · 317 across the 22 of their papers we have counts for

collaborators

31 papers

cs.LG2023★ 3 cited

Stable Vectorization of Multiparameter Persistent Homology using Signed Barcodes as Measures

David Loiseaux, Luis Scoccola, Mathieu Carrière +2

Persistent homology (PH) provides topological descriptors for geometric data, such as weighted graphs, which are interpretable, stable to perturbations, and invariant under, e.g.,…

math.AT2022★ 9 cited

On the bottleneck stability of rank decompositions of multi-parameter persistence modules

Magnus Bakke Botnan, Steffen Oppermann, Steve Oudot +1

A significant part of modern topological data analysis is concerned with the design and study of algebraic invariants of poset representations -- often referred to as multi-paramet…

math.AT2021★ 14 cited

On the stability of multigraded Betti numbers and Hilbert functions

Steve Oudot, Luis Scoccola

Multigraded Betti numbers are one of the simplest invariants of multiparameter persistence modules. This invariant is useful in theory -- it completely determines the Hilbert funct…

cs.CG2021

A Gradient Sampling Algorithm for Stratified Maps with Applications to Topological Data Analysis

Jacob Leygonie, Mathieu Carrière, Théo Lacombe +1

We introduce a novel gradient descent algorithm extending the well-known Gradient Sampling methodology to the class of stratifiably smooth objective functions, which are defined as…

math.AT2021

Signed Barcodes for Multi-Parameter Persistence via Rank Decompositions and Rank-Exact Resolutions

Magnus Bakke Botnan, Steffen Oppermann, Steve Oudot

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…

math.RT2020

Local characterizations for decomposability of 2-parameter persistence modules

Magnus Bakke Botnan, Vadim Lebovici, Steve Oudot

We investigate the existence of sufficient local conditions under which poset representations decompose as direct sums of indecomposables from a given class. In our work, the index…