Detection of voice impairment for parkinson's disease using machine learning tools

R Laila, L Salwa, R Mohammed - 2020 10th International …, 2021 - ieeexplore.ieee.org
Parkinson's disease is a progressive nervous system disorder that affects movement, and
patients need periodic monitoring which is difficult for them and costs a lot. In recent years …

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 …

Classification of Parkinson's disease using speech attributes with parametric and nonparametric machine learning techniques

S Sharanyaa, PN Renjith… - 2020 3rd international …, 2020 - ieeexplore.ieee.org
Parkinson's disease is a neurological disorder that affects the central nervous system which
results in improper functioning of body movements including difficulty in speaking, walking …

Parkinson's disease diagnosis based on multivariate deep features of speech signal

P Khojasteh, R Viswanathan… - 2018 IEEE life …, 2018 - ieeexplore.ieee.org
Parkinson's disease (PD) is known as neurodegenerative disorder causing speech
impairment in patients. Therefore, voice recording has been used as useful tool for …

Improving Parkinson's disease recognition through voice analysis using deep learning

R Khaskhoussy, YB Ayed - Pattern Recognition Letters, 2023 - Elsevier
Parkinson's disease (PD) corresponds to one of the most common neurological diseases in
the world, which is mainly manifested by motor, cognitive, and language disorders. The …

Parkinson's disease detection using multiple speech signals

TV Priya, S Sivapatham, A Kar - 2020 IEEE 4th Conference on …, 2020 - ieeexplore.ieee.org
Parkinson's disease (PD) is the most common progressive neurodegenerative disorder. The
symptoms of PD are classified into motor and non-motor. The non-motor symptoms are …

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 …

A deep convolutional autoencoder-based approach for Parkinson's disease diagnosis through speech signals

R Khaskhoussy, Y Ben Ayed - … Conference on Advanced Data Mining and …, 2022 - Springer
Parkinson's Disease (PD) is a neurodegenerative disease that primarily manifests through
cognitive, motor and speech disorders. But it has been proven that voice changes in …

Classification-based screening of Parkinson's disease patients through voice signal

F Cordella, A Paffi, A Pallotti - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
In this paper a classification algorithm for Parkinson's Disease screening is proposed. Code
executes the processing of specific voice signals recorded by healthy and ill subjects. In the …

Parkinson's disease identification using KNN and ANN Algorithms based on Voice Disorder

O Asmae, R Abdelhadi, C Bouchaib… - … Research in Applied …, 2020 - ieeexplore.ieee.org
In recent years, speech signal processing has benefited from a lot of attention, because of its
widespread application. In this study, we have led a comparative analysis for efficient …