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

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

Abstract 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 remarka...

Full description

Bibliographic Details
Main Authors: Taylor Chomiak, Neilen P. Rasiah, Leonardo A. Molina, Bin Hu, Jaideep S. Bains, Tamás Füzesi
Format: Article
Language:English
Published: Nature Portfolio 2021-11-01
Series:npj Parkinson's Disease
Online Access:https://doi.org/10.1038/s41531-021-00240-4

Internet

https://doi.org/10.1038/s41531-021-00240-4

Similar Items