Deep learning approaches for detecting freezing of gait in Parkinson’s disease patients through on-body acceleration sensors

Freezing of gait (FOG) is one of the most incapacitating motor symptoms in Parkinson’s disease (PD). The occurrence of FOG reduces the patients’ quality of live and leads to falls. FOG assessment has usually been made through questionnaires, however, this method can be subjective and could not provi...

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Bibliographic Details
Main Author: Sigcha, Luis (author)
Other Authors: Costa, Nélson (author), Pavón, Ignacio (author), Costa, Susana Raquel Pinto (author), Arezes, P. (author), López, Juan Manuel (author), De Arcas, Guillermo (author)
Format: article
Language:eng
Published: 2020
Subjects:
IMU
accelerometer
convolutional neural networks
LSTM
consecutive windows
denoising autoencoder
time distributed
spectral representation
Science & Technology
Online Access:http://hdl.handle.net/1822/64876
Country:Portugal
Oai:oai:repositorium.sdum.uminho.pt:1822/64876

Internet

http://hdl.handle.net/1822/64876

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