Towards Differential Diagnosis of Essential and Parkinson's Tremor via Machine Learning. - Vasileios Skaramagkas; George Andrikopoulos; Zinovia Kefalopoulou; Panagiotis Polychronopoulos (MED, 2020)

The Smart-Insole Dataset: Gait Analysis Using Wearable Sensors with a Focus on Elderly and Parkinson's Patients. - Chariklia Chatzaki; Vasileios Skaramagkas; Nikolaos S. Tachos; Georgios Christodoulakis; Evangelia Maniadi; Zinovia Kefalopoulou; Dimitrios I. Fotiadis; Manolis Tsiknakis (Sensors, 2021)

Can Gait Features Help in Differentiating Parkinson's Disease Medication States and Severity Levels? A Machine Learning Approach. - Chariklia Chatzaki; Vasileios Skaramagkas; Zinovia Kefalopoulou; Nikolaos S. Tachos; Nicholas Kostikis; Foivos Kanellos; Eleftherios Triantafyllou; Elisabeth Chroni; Dimitrios I. Fotiadis; Manolis Tsiknakis (Sensors, 2022)

Evaluating Gait Impairment in Parkinson's Disease from Instrumented Insole and IMU Sensor Data. - Vassilis D. Tsakanikas; Adamantios Ntanis; George Rigas 001; Christos Androutsos; Dimitrios G. Boucharas; Nikolaos S. Tachos; Vasileios Skaramagkas; Chariklia Chatzaki; Zinovia Kefalopoulou; Manolis Tsiknakis; Dimitrios I. Fotiadis (Sensors, 2023)

Detecting Minor Symptoms of Parkinson's Disease in the Wild Using Bi-LSTM with Attention Mechanism. - Vasileios Skaramagkas; Iro Boura; Cleanthi Spanaki; Emilia Michou; Georgios Karamanis; Zinovia Kefalopoulou; Manolis Tsiknakis (Sensors, 2023)

Dual stream transformer for medication state classification in Parkinson's disease patients using facial videos. - Vasileios Skaramagkas; Iro Boura; Georgios Karamanis; Ioannis Kyprakis; Dimitrios I. Fotiadis; Zinovia Kefalopoulou; Cleanthe Spanaki; Manolis Tsiknakis (npj Digit. Medicine, 2025)

A Deep Learning approach for Depressive Symptoms assessment in Parkinson's disease patients using facial videos. - Ioannis Kyprakis; Vasileios Skaramagkas; Iro Boura; Georgios Karamanis; Dimitrios I. Fotiadis; Zinovia Kefalopoulou; Cleanthe Spanaki; Manolis Tsiknakis (CoRR, 2025)