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Granular Motor State Monitoring of Free Living Parkinson's Disease Patients via Deep Learning


Dec 11, 2019
Kamer A. Yuksel, Jann Goschenhofer, Hridya V. Varma, Urban Fietzek, Franz M. J. Pfister

* Machine Learning for Health (ML4H) at NeurIPS 2019 -- Extended Abstract 

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Wearable-based Parkinson's Disease Severity Monitoring using Deep Learning


Apr 24, 2019
Jann Goschenhofer, Franz MJ Pfister, Kamer Ali Yuksel, Bernd Bischl, Urban Fietzek, Janek Thomas


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A Multi-layer Gaussian Process for Motor Symptom Estimation in People with Parkinson's Disease


Sep 27, 2018
Muriel Lang, Franz M. J. Pfister, Jakob Fröhner, Kian Abedinpour, Daniel Pichler, Urban Fietzek, Terry T. Um, Dana Kulić, Satoshi Endo, Sandra Hirche


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


Aug 08, 2018
Terry Taewoong Um, Franz Michael Josef Pfister, Daniel Christian Pichler, Satoshi Endo, Muriel Lang, Sandra Hirche, Urban Fietzek, Dana Kulić

* This is a pre-print of an article published in Annals of Biomedical Engineering (ABME) 

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


Nov 08, 2017
Terry Taewoong Um, Franz Michael Josef Pfister, Daniel Pichler, Satoshi Endo, Muriel Lang, Sandra Hirche, Urban Fietzek, Dana Kulić

* ICMI2017 (oral session) 

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