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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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Detalles Bibliográficos
Autores principales: Chung, Yu-Min, Hu, Chuan-Shen, Lo, Yu-Lun, Wu, Hau-Tieng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7959762/
https://www.ncbi.nlm.nih.gov/pubmed/33732168
http://dx.doi.org/10.3389/fphys.2021.637684