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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Detalhes bibliográficos
Autor principal: Sigcha, Luis (author)
Outros Autores: Costa, Nélson (author), Pavón, Ignacio (author), Costa, Susana Raquel Pinto (author), Arezes, P. (author), López, Juan Manuel (author), De Arcas, Guillermo (author)
Formato: article
Idioma:eng
Publicado em: 2020
Assuntos:
IMU
accelerometer
convolutional neural networks
LSTM
consecutive windows
denoising autoencoder
time distributed
spectral representation
Science & Technology
Texto completo:http://hdl.handle.net/1822/64876
País:Portugal
Oai:oai:repositorium.sdum.uminho.pt:1822/64876

Texto Completo

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

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