Machine learning based automatic prediction of Parkinson's disease using speech features

D Jain, AK Mishra, SK Das - Proceedings of International Conference on …, 2021 - Springer
Parkinson's disease is a severe neurodegenerative disease where primarily the motor
system of the human body gets affected. It is currently one of the leading causes of disability …

Early Prediction of Parkinson's Disease (PD) Using Ensemble Classifiers

CD Anisha, N Arulanand - 2020 International Conference on …, 2020 - ieeexplore.ieee.org
Parkinson's Disease (PD) is a progressive neurodegenerative disorder mainly characterized
by motor and non-motor symptoms. Speech symptoms represent as one of the earliest motor …

[PDF][PDF] An optimized machine learning approach for predicting Parkinson's disease

M Kundu, MA Nashiry, AK Dipongkor… - Int. J. Mod. Educ …, 2021 - researchgate.net
Parkinson's disease (PD) is an age-related neurodegenerative disorder affecting millions of
elderly people world-wide. The early and accurate diagnosis of PD with available treatment …

Comparison of Machine learning models for Parkinson's Disease prediction

T Kumar, P Sharma, N Prakash - 2020 11th IEEE Annual …, 2020 - ieeexplore.ieee.org
Parkinson's Disease (PD) is a chronic degenerative disease that mainly affects the nervous
system and motor controls in human beings. Early symptoms such as muscle stiffness …

Automatic detection of Parkinson's disease from speech using acoustic, prosodic and phonetic features

R Khaskhoussy, YB Ayed - … Conference on Intelligent Systems Design and …, 2021 - Springer
Parkinson's disease (PD) is a neurodegenerative disease ranked second after Alzheimer's
disease. It affects the central nervous system and causes a progressive and irreversible loss …

Feature selection based machine learning to improve prediction of Parkinson disease

N Nahar, F Ara, MAI Neloy, A Biswas… - Brain Informatics: 14th …, 2021 - Springer
Parkinson's disease (PD) is a kind of neurodegenerative disorder characterized by the loss
of dopamine-producing cells in the brain. The disruption of brain cells that create dopamine …

Parkinson's disease classification from speech signal parameters using deep neural network

P Deepa, R Khilar - 2022 IEEE 4th International Conference on …, 2022 - ieeexplore.ieee.org
A variety of motor and cognitive symptoms are present in people with Parkinson's disease
(PD), a chronic degenerative condition. Since PD symptoms are quite similar to those of …

Enhancing Parkinson's disease diagnosis accuracy through speech signal algorithm modeling

OM El-Habbak, AM Abdelalim… - Computers …, 2022 - strathprints.strath.ac.uk
Parkinson's disease (PD), one of whose symptoms is dysphonia, is a prevalent
neurodegenerative disease. The use of outdated diagnosis techniques, which yield …

Machine learning techniques for voice-based early detection of Parkinson's disease

A Hussain, A Sharma - 2022 2nd International Conference on …, 2022 - ieeexplore.ieee.org
Neurodegenerative, progressive diseases having multiple motor and non-motor
characteristics are mainly associated with Parkinson's disease (PD). A person suffering from …

Parkinson disease detection based on speech using various machine learning models and deep learning models

P Varalakshmi, R Bhuvaneaswari - … Conference on System …, 2021 - ieeexplore.ieee.org
Parkinson disease is a neurodegenerative disorder. Parkinson disease is the nervous
disorder that affects the movements. Early symptoms of parkinson disease are speech …