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 …

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 …

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 …

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 …

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 …

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 …

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 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 …

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 …

An exploration on feature extraction and classification techniques for dysphonic speech disorder in Parkinson's Disease

S Sharanyaa, PN Renjith, K Ramesh - Inventive Communication and …, 2022 - Springer
Parkinson's disease is a neurodegenerative disorder, and it is a progressive disease that
affects the human lifestyle. The survey described here paves the way to understand how the …