Deep learning-based Parkinson's disease classification using vocal feature sets

H Gunduz - Ieee access, 2019 - ieeexplore.ieee.org
Parkinson's Disease (PD) is a progressive neurodegenerative disease with multiple motor
and non-motor characteristics. PD patients commonly face vocal impairments during the …

[PDF][PDF] CNN and LSTM for the classification of parkinson's disease based on the GTCC and MFCC

N Boualoulou, TB Drissi, B Nsiri - Applied Computer Science, 2023 - bibliotekanauki.pl
Parkinson's disease is a recognizable clinical syndrome with a variety of causes and clinical
presentations; it represents a rapidly growing neurodegenerative disorder. Since about 90 …

Comparative Analysis of Machine Learning, Ensemble Learning and Deep Learning Classifiers for Parkinson's Disease Detection

P Goyal, R Rani - SN Computer Science, 2023 - Springer
A progressive neurodegenerative ailment called Parkinson's disease (PD) is marked by the
death of dopamine-producing cells in the substantia nigra area of the brain. The exact …

Robust automated Parkinson disease detection based on voice signals with transfer learning

O Karaman, H Çakın, A Alhudhaif, K Polat - Expert Systems with …, 2021 - Elsevier
Parkinson's disease (PD) is a progressive-neurodegenerative disorder that affects more
than 6 million people around the world. However, conventional techniques for PD detection …

SS-DRPL: self-supervised deep representation pattern learning for voice-based Parkinson's disease detection

TH Kim, M Krichen, S Ojo, GA Sampedro… - Frontiers in …, 2024 - frontiersin.org
Parkinson's disease (PD) is a globally significant health challenge, necessitating accurate
and timely diagnostic methods to facilitate effective treatment and intervention. In recent …

A Comparison of Machine Learning Algorithms for Parkinson's Disease Detection

TA Vu, NTT Ha, HQ Huy, NV Dung… - 2023 12th …, 2023 - ieeexplore.ieee.org
Parkinson's disease is a progressive condition that impacts the neurological system and the
areas of the body that are under the control of the nerves. Detecting and diagnosing PD …

Parkinson's Disease Detection through Vocal Biomarkers and Advanced Machine Learning Algorithms

MA Sayed, DM Cao, MDT Islam… - Journal of computer …, 2023 - al-kindipublisher.com
Parkinson's disease (PD) is a prevalent neurodegenerative disorder known for its impact on
motor neurons, causing symptoms like tremors, stiffness, and gait difficulties. This study …

A Triplet Multimodel Transfer Learning Network for Speech Disorder Screening of Parkinson's Disease

A Zhao, N Wang, X Niu, M Chen… - International Journal of …, 2024 - Wiley Online Library
Deterioration in the quality of a person's voice and speech is an early sign of Parkinson's
disease (PD). Although a number of computer‐based methods have been invested to use …

[HTML][HTML] Telemonitoring Parkinson's disease using machine learning by combining tremor and voice analysis

MSR Sajal, MT Ehsan, R Vaidyanathan, S Wang… - Brain informatics, 2020 - Springer
Background With the growing number of the aged population, the number of Parkinson's
disease (PD) affected people is also mounting. Unfortunately, due to insufficient resources …

[PDF][PDF] Machine learning technique based parkinson's disease detection from spiral and voice inputs

MJ Mathew, J Baiju - Eur. J. Mol. Clin. Med, 2020 - academia.edu
Parkinson's disease is a dynamic neurodegenerative disorder influencing over 6 million
people worldwide. However there is no recognized test for PD for patients, particularly in the …