Enhancing Parkinson's Disease Detection and Diagnosis: A Survey of Integrative Approaches Across Diverse Modalities

CR Dhivyaa, K Nithya, S Anbukkarasi - IEEE Access, 2024 - ieeexplore.ieee.org
Parkinson's disease (PD) is a chronic neurodegenerative illness that affects the brain and
central nervous system, leading to issues with pain, mobility, mood, and sleep. Early and …

Classification of Parkinson's disease by deep learning on midbrain MRI

T Welton, S Hartono, W Lee, PY Teh, W Hou… - Frontiers in Aging …, 2024 - frontiersin.org
Purpose Susceptibility map weighted imaging (SMWI), based on quantitative susceptibility
mapping (QSM), allows accurate nigrosome-1 (N1) evaluation and has been used to …

The Role of Explainable AI in Revolutionizing Human Health Monitoring

A Alharthi, A Alqurashi, T Alharbi, M Alammar… - arXiv preprint arXiv …, 2024 - arxiv.org
The complex nature of disease mechanisms and the variability of patient symptoms present
significant obstacles in developing effective diagnostic tools. Although machine learning has …

Gender variability in machine learning based subcortical neuroimaging for Parkinson's disease diagnosis

NU Islam, R Khanam - Applied Computing and Informatics, 2024 - emerald.com
Purpose This study evaluates machine learning (ML) classifiers for diagnosing Parkinson's
disease (PD) using subcortical brain region data from 3D T1 magnetic resonance imaging …

DeepMpMRI: Tensor-decomposition Regularized Learning for Fast and High-Fidelity Multi-Parametric Microstructural MR Imaging

W Fan, J Cheng, C Li, X Ma, J Yang, J Zou… - arXiv preprint arXiv …, 2024 - arxiv.org
Deep learning has emerged as a promising approach for learning the nonlinear mapping
between diffusion-weighted MR images and tissue parameters, which enables automatic …

Analysis of mortality in Parkinson disease in China: Exploration of recent and future trends

J Lan, Y Ren, G Song, L Liu, M Li, R Zhang… - Aging …, 2024 - Wiley Online Library
Objectives Parkinson disease (PD) is the third leading cause of mortality among middle‐
aged and older individuals in China. This study aimed to explore the trends and distribution …

[PDF][PDF] Classification of Parkinson's

T Welton, S Hartono, W Lee, PY Teh, W Hou, RC Chen… - 2024 - researchgate.net
Purpose: Susceptibility map weighted imaging (SMWI), based on quantitative susceptibility
mapping (QSM), allows accurate nigrosome-1 (N1) evaluation and has been used to …