Data augmentation of wearable sensor data for parkinson's disease monitoring using convolutional neural networks. - Terry Taewoong Um; Franz Michael Josef Pfister; Daniel Pichler; Satoshi Endo; Muriel Lang; Sandra Hirche; Urban Fietzek; Dana Kulic (ICMI, 2017)

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; Satoshi Endo; Muriel Lang; Sandra Hirche; Urban Fietzek; Dana Kulic (CoRR, 2018)

Wearable-Based Parkinson's Disease Severity Monitoring Using Deep Learning. - Jann Goschenhofer; Franz Michael Josef Pfister; Kamer Ali Yuksel; Bernd Bischl; Urban Fietzek; Janek Thomas (ECML/PKDD (3), 2019)

Granular Motor State Monitoring of Free Living Parkinson's Disease Patients via Deep Learning. - Kamer Ali Yuksel; Jann Goschenhofer; Hridya V. Varma; Urban Fietzek; Franz Michael Josef Pfister (CoRR, 2019)

A Multi-Layer Gaussian Process for Motor Symptom Estimation in People With Parkinson's Disease. - Muriel Lang; Franz Michael Josef Pfister; Jakob Fröhner; Kian Abedinpour; Daniel Pichler; Urban Fietzek; Terry Taewoong Um; Dana Kulic; Satoshi Endo; Sandra Hirche (IEEE Trans. Biomed. Eng., 2019)