Ontology highlight
ABSTRACT:
SUBMITTER: Chomiak T
PROVIDER: S-EPMC8578326 | biostudies-literature | 2021 Nov
REPOSITORIES: biostudies-literature
Chomiak Taylor T Rasiah Neilen P NP Molina Leonardo A LA Hu Bin B Bains Jaideep S JS Füzesi Tamás T
NPJ Parkinson's disease 20211109 1
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 simple machine-learning model capable of outperforming deep-learning models in detecting Parkinson's disease from a single digital handwriting test. ...[more]