Deep neural networks for wearable sensor-based activity recognition in Parkinson’s disease: investigating generalizability and model complexity

Abstract Background The research gap addressed in this study is the applicability of deep neural network (NN) models on wearable sensor data to recognize different activities performed by patients with Parkinson’s Disease (PwPD) and the generalizability of these models to PwPD using labeled healthy...

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Bibliographic Details
Main Authors: Shelly Davidashvilly, Maria Cardei, Murtadha Hssayeni, Christopher Chi, Behnaz Ghoraani
Format: Article
Language:English
Published: BMC 2024-02-01
Series:BioMedical Engineering OnLine
Subjects:
Online Access:https://doi.org/10.1186/s12938-024-01214-2