Tremor Detection in Parkinson’s Disease from Wearable Data: A Comparative Study of Centralized Learning versus Federated Learning

Author:

Jorge Jhon1,Guevara Judy C.1,Guidoni Daniel L.2,Ramos Heitor S.3,Villas Leandro A.2,Da Fonseca Nelson L. S.1

Affiliation:

1. Institute of Computing, UNICAMP,Campinas,Brazil

2. UFOP,Computing Science Department,Ouro Preto,Brazil

3. UFMG,Computing Science Department,Belo Horizonte,Brazil

Funder

Samsung

Publisher

IEEE

Reference19 articles.

1. Parkinson disease: a public health approach: technical brief

2. Neurologist-associated reduction in PD-related hospitalizations and health care expenditures;Willis,2012

3. Accelerometer data collected with a minimum set of wearable sensors from subjects with Parkinson’s disease

4. Differential diagnosis of Parkinson and essential tremor with convolutional LSTM networks

5. InceptionTime: Finding AlexNet for time series classification

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