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 …
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 …
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
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 …
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 …
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 …
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
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 …
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 …
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
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 …
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
Abstract Background and Objective: Parkinson's disease is the second-most-common
neurodegenerative disorder that affects motor skills, cognitive processes, mood, and …
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 …
disorder that affects both motor and non-motor neural circuits. Speech deterioration …
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