Topological signatures of periodic-like signals

We present a method to construct signatures of periodic-like data. Based on topological considerations, our construction encodes information about the order and values of local extrema. Its main strength is robustness to reparametrization of the observed signal, so that it depends only on the form of the periodic function. The signature converges as the observation contains increasingly many periods. We show that it can be estimated from the observation of a single time series using bootstrap techniques.

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Publication Details

Journal
Bernoulli
Published
2025-04-09
DOI
https://doi.org/10.3150/24-bej1793
Primary Topic
Topological and Geometric Data Analysis
Type
article
Field-Weighted Citation Impact
0.00

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article

Topological signatures of periodic-like signals

Bertrand Michel, Frédéric Chazal, Wojciech Reise
Bernoulli
Topological and Geometric Data Analysis
article

Topological signatures of periodic-like signals

Bertrand Michel, Frédéric Chazal, Wojciech Reise
article en

Abstract

We present a method to construct signatures of periodic-like data. Based on topological considerations, our construction encodes information about the order and values of local extrema. Its main strength is robustness to reparametrization of the observed signal, so that it depends only on the form of the periodic function. The signature converges as the observation contains increasingly many periods. We show that it can be estimated from the observation of a single time series using bootstrap techniques.

BernoulliVol. 31(3)
École Centrale de Nantes (FR), Centre National de la Recherche Scientifique (FR), Laboratoire de Mathématiques Jean Leray (FR), Nantes Université (FR)
Agence Nationale de la Recherche
Openalex Percentile: Top 92%
Topological and Geometric Data Analysis
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Topological signatures of periodic-like signals — Bertrand Michel, Frédéric Chazal, et al. · Bernoulli (2025) | TGRS Research Map | TGRS