most citedData Augmentation of Wearable Sensor Data for Parkinson's Disease Monitoring using Convolutional Neural Networks

630 citations · 642 across the 4 of their papers we have counts for

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cs.CV2018

Parkinson's Disease Assessment from a Wrist-Worn Wearable Sensor in Free-Living Conditions: Deep Ensemble Learning and Visualization

Terry Taewoong Um, Franz Michael Josef Pfister, Daniel Christian Pichler +5

Parkinson's Disease (PD) is characterized by disorders in motor function such as freezing of gait, rest tremor, rigidity, and slowed and hyposcaled movements. Medication with dopam…

cs.CV2017★ 630 cited

Data Augmentation of Wearable Sensor Data for Parkinson's Disease Monitoring using Convolutional Neural Networks

Terry Taewoong Um, Franz Michael Josef Pfister, Daniel Pichler +5

While convolutional neural networks (CNNs) have been successfully applied to many challenging classification applications, they typically require large datasets for training. When…