A versatile computational algorithm for time-series data analysis and machine-learning models

Here we introduce Local Topological Recurrence Analysis (LoTRA), a simple computational approach for analyzing time-series data. Its versatility is elucidated using simulated data, Parkinsonian gait, and in vivo brain dynamics. We also show that this algorithm can be used to build a remarkably simpl...

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Detalles Bibliográficos
Autores principales: Chomiak, Taylor, Rasiah, Neilen P., Molina, Leonardo A., Hu, Bin, Bains, Jaideep S., Füzesi, Tamás
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Brief Communication
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8578326/
https://www.ncbi.nlm.nih.gov/pubmed/34753948
http://dx.doi.org/10.1038/s41531-021-00240-4

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8578326/
https://www.ncbi.nlm.nih.gov/pubmed/34753948
http://dx.doi.org/10.1038/s41531-021-00240-4

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