Machine learning for the diagnosis of Parkinson's disease using speech analysis: a systematic review

C Bang, N Bogdanovic, G Deutsch… - International Journal of …, 2023 - Springer
As voice technology continues to advance, clinical analysis of acoustic measures in speech
patterns has the potential for early detection of Parkinson's disease (PD), the second most …

Predictive Models in the Diagnosis of Parkinson's Disease Through Voice Analysis

T Gonçalves, J Reis, G Gonçalves, M Calejo… - Intelligent Systems …, 2024 - Springer
Parkinson's disease (PD) is a chronic and progressive long-term degenerative disorder of
the central nervous system. The symptoms usually develop slowly, starting with symptoms in …

[HTML][HTML] Towards Early Intervention: Detecting Parkinson's Disease through Voice Analysis with Machine Learning

KP Swain, SR Samal, V Ravi… - The Open …, 2024 - openbiomedicalengineeringjournal …
Materials and Methods We utilized a dataset of 195 voice samples with 23 attributes,
applying machine learning algorithms such as Linear Discriminant Analysis (LDA), Support …

Machine learning-based classification of Parkinson's disease patients using speech biomarkers

MA Hossain, F Amenta - Journal of Parkinson's Disease, 2024 - content.iospress.com
Background: Parkinson's disease (PD) is the most prevalent neurodegenerative movement
disorder and a growing health concern in demographically aging societies. The prevalence …

Harnessing Voice Analysis and Machine Learning for Early Diagnosis of Parkinson's Disease: A Comparative Study Across Three Datasets

OP Neto - Journal of Voice, 2024 - Elsevier
Objective This study evaluates the efficacy of voice analysis combined with machine
learning (ML) techniques in enabling the diagnosis of Parkinson's disease (PD). Methods …

Automated Diagnosis of Parkinson's Disease using Speech Signals with Machine Learning

P Mann, A Jha, R Rani, G Jaiswal… - … 26th Conference of …, 2023 - ieeexplore.ieee.org
Parkinson's Disease ranks as the second most common chronic neurodegenerative
condition that affects the CNS by killing the cells containing dopamine and its receptors …

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 Model for Prediction of Parkinson's Disease using Vocal Features

S Bangal, D Pawade, M Thakkar… - … on Advances in …, 2023 - ieeexplore.ieee.org
Parkinson's disease is a progressive neurological disorder which affects motor skills and is
characterized by symptoms such as muscle rigidity, tremors and difficulties in maintaining …

On the inter-dataset generalization of machine learning approaches to Parkinson's disease detection from voice

M Hireš, P Drotár, ND Pah, QC Ngo… - International Journal of …, 2023 - Elsevier
Abstract Background and Objective: Parkinson's disease is the second-most-common
neurodegenerative disorder that affects motor skills, cognitive processes, mood, and …

Gradient boosting for Parkinson's disease diagnosis from voice recordings

I Karabayir, SM Goldman, S Pappu… - BMC Medical Informatics …, 2020 - Springer
Abstract Background Parkinson's Disease (PD) is a clinically diagnosed neurodegenerative
disorder that affects both motor and non-motor neural circuits. Speech deterioration …