A robust frequency-domain-based graph adaptive network for Parkinson's disease detection from gait data

C Zhong, WWY Ng - IEEE Transactions on Multimedia, 2022 - ieeexplore.ieee.org
Parkinson's disease (PD) is a neurodegenerative disease with a high incidence rate.
Effective early diagnosis of PD is critical to prevent further deterioration of a patient's …

Identifying Parkinson's disease and its stages using static standing balance

D Jung, D Yoo, J Kim, TB Ahn, KR Mun - npj Digital Medicine, 2024 - nature.com
The current assessment of Parkinson's disease (PD) relies on dynamic motor tasks, limiting
accessibility. This study aimed to propose an innovative approach to identifying PD and its …

Enhancing Parkinson's Disease Diagnosis through Stacking Ensemble-Based Machine Learning Approach

FA Hashim, RM Al-Tam, S Maqsood, L Abualigah… - IEEE …, 2024 - ieeexplore.ieee.org
Parkinson's disease is a progressive neurological condition that affects motor abilities.
Common symptoms include tremors, muscle stiffness, and difficulty with coordinated …

Adaptive Spatio-Temporal Directed Graph Neural Network for Parkinson's Detection using Vertical Ground Reaction Force

X Wang, S Liang, Z Zhao, X Cui, K Chen… - Proceedings of the 31st …, 2023 - dl.acm.org
Vertical Ground Reaction Force (VGRF) signal obtained from foot-worn sensors, also known
as plantar data, provides a highly informative and detailed representation of an individual's …

Classification of Parkinson's disease severity using gait stance signals in a spatiotemporal deep learning classifier

BG Muñoz-Mata, G Dorantes-Méndez… - Medical & Biological …, 2024 - Springer
Parkinson's disease (PD) is a degenerative nervous system disorder involving motor
disturbances. Motor alterations affect the gait according to the progression of PD and can be …

Remote-sensing image data fusion processing technology based on multi-level fuzzy judgment

R Li, L Pang - Journal of Intelligent & Fuzzy Systems, 2023 - content.iospress.com
Remote sensing image technology is of great significance for dynamic management and
monitoring of ground buildings. In order to improve the data fusion ability of remote sensing …

Design of Network Medical Image Information Feature Diagnosis Method Based on Big Data

W Li, H Liu - Mobile Networks and Applications, 2023 - Springer
In the context of" smart healthcare", due to the substantial increase in medical data and
patient diagnostic needs, conventional diagnostic methods are gradually unable to meet the …

Automated Parkinson's Disease Detection: A Review of Techniques, Datasets, Modalities, and Open Challenges

S Zadoo, Y Singh, PK Singh - International Journal on Smart Sensing and … - sciendo.com
Parkinson's disease (PsD) is a prevalent neurodegenerative malady, which keeps
intensifying with age. It is acquired by the progressive demise of the dopaminergic neurons …

Algebraic Analysis of Vertical Ground Reaction Force Signal for diagnosis and Differentiation of Parkinson's Disease Severity

G Fathi, P Ghaderyan - Iranian Journal of Biomedical Engineering, 2021 - ijbme.org
Parkinson's Disease (PD) is one of the most common neurodegenerative diseases that
cause abnormal gait patterns by affecting central nervous system. Since this disease is …

تحلیل جبری سیگنال نیروی عکس‌العمل عمودی زمین برای تشخیص و تفکیک شدت بیماری پارکینسون

فتحی, گیسو, قادریان, پیوند - نشریه‌ی علمی مهندسی پزشکی زیستی, 2021‎ - ijbme.org
بیماری پارکینسون یکی از رایجترین بیماریهای پیشروندهی تدریجی است که با تاثیر بر
سیستم عصبی مرکزی باعث بروز اختلالات راه رفتن میشود. از آن‌جا که این بیماری قابل‌درمان …