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A Persistent Homology Approach to Heart Rate Variability Analysis With an Application to Sleep-Wake Classification

Persistent homology is a recently developed theory in the field of algebraic topology to study shapes of datasets. It is an effective data analysis tool that is robust to noise and has been widely applied. We demonstrate a general pipeline to apply persistent homology to study time series, particula...

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Bibliografiske detaljer
Udgivet i:Front Physiol
Main Authors: Chung, Yu-Min, Hu, Chuan-Shen, Lo, Yu-Lun, Wu, Hau-Tieng
Format: Artigo
Sprog:Inglês
Udgivet: Frontiers Media S.A. 2021
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7959762/
https://ncbi.nlm.nih.gov/pubmed/33732168
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fphys.2021.637684
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