A hybrid approach for Parkinson's disease diagnosis with resonance and time-frequency based features from speech signals

J Goyal, P Khandnor, TC Aseri - Expert Systems with Applications, 2021 - Elsevier
Parkinson's Disease (PD) is a progressive neurological disorder that affects the functioning
of the brain. As PD progresses, there arises a problem of maintaining coordination between …

Proposing a new approach based on convolutional neural networks and random forest for the diagnosis of Parkinson's disease from speech signals

G Celik, E Başaran - Applied Acoustics, 2023 - Elsevier
Parkinson which occurs because of affected motor system by central nervous system is a
neurodegenerative disease which is often seen in community. This disease, which is …

A deep learning based method for Parkinson's disease detection using dynamic features of speech

C Quan, K Ren, Z Luo - IEEE Access, 2021 - ieeexplore.ieee.org
Detection of voice changes in Parkinson's Disease (PD) patients would make it possible for
early detection and intervention before the onset of disabling physical symptoms. This study …

Machine learning approaches to identify Parkinson's disease using voice signal features

R Alshammri, G Alharbi, E Alharbi… - Frontiers in artificial …, 2023 - frontiersin.org
Parkinson's Disease (PD) is the second most common age-related neurological disorder
that leads to a range of motor and cognitive symptoms. A PD diagnosis is difficult since its …

Early detection of Parkinson's disease through speech features and machine learning: a review

AS Gullapalli, VK Mittal - ICT with Intelligent Applications: Proceedings of …, 2022 - Springer
Parkinson's Disease (PD) is a kind of neurodegenerative disorder. The disease causes
communication impairment based on its progression. In general, identification of PD carried …

A machine learning system for the diagnosis of Parkinson's disease from speech signals and its application to multiple speech signal types

İ Cantürk, F Karabiber - Arabian Journal for Science and Engineering, 2016 - Springer
Parkinson's disease (PD) is a neurodegenerative disorder that negatively affects millions of
people. PD is usually diagnosed by a series of empirical tests and sometimes by invasive …

Vocal feature guided detection of parkinson's disease using machine learning algorithms

M Mamun, MI Mahmud, MI Hossain… - 2022 IEEE 13th …, 2022 - ieeexplore.ieee.org
Parkinson's disease (PD) is a progressive neurodegenerative disorder that primarily affects
the motor neurons of the brain and causes tremors, stiffness, and difficulty walking …

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 …

Speech processing for early Parkinson's disease diagnosis: machine learning and deep learning-based approach

R Khaskhoussy, YB Ayed - Social Network Analysis and Mining, 2022 - Springer
Speech production disorders during Parkinson's Disease (PD) stand for one of the clinical
markers which are representative of the evolution of motor and cognitive disability …

A hybrid approach to Parkinson disease classification using speech signal: the combination of smote and random forests

K Polat - 2019 scientific meeting on electrical-electronics & …, 2019 - ieeexplore.ieee.org
In this study, a novel method is proposed for the detection of Parkinson's disease with the
features obtained from the speech signals. Detection and early diagnosis of Parkinson's …