Parkinson's disease detection from speech analysis using deep learning
J Naanoue, R Ayoub, F El Sayyadi… - … on Advances in …, 2023 - ieeexplore.ieee.org
Parkinson's disease is a neurodegenerative disorder that influences development,
discourse, and various capacities. Early diagnosis and intervention can assist with the …
discourse, and various capacities. Early diagnosis and intervention can assist with the …
Automatic Assessment of Parkinson's Disease Using Speech Representations of Phonation and Articulation
Speech from people with Parkinson's disease (PD) are likely to be degraded on phonation,
articulation, and prosody. Motivated to describe articulation deficits comprehensively, we …
articulation, and prosody. Motivated to describe articulation deficits comprehensively, we …
Assessment of Parkinson's disease medication state through automatic speech analysis
Parkinson's disease (PD) is a progressive degenerative disorder of the central nervous
system characterized by motor and non-motor symptoms. As the disease progresses …
system characterized by motor and non-motor symptoms. As the disease progresses …
An approach for Parkinson's disease detection based on Artificial Inteligence techniques
Parkinson's disease (PD) is a neurodegenerative disorder caused by a lack of dopamine
secretion, resulting in motor dysfunction that affects speech production. The literature …
secretion, resulting in motor dysfunction that affects speech production. The literature …
Machine learning techniques for voice-based early detection of Parkinson's disease
Neurodegenerative, progressive diseases having multiple motor and non-motor
characteristics are mainly associated with Parkinson's disease (PD). A person suffering from …
characteristics are mainly associated with Parkinson's disease (PD). A person suffering from …
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 …
markers which are representative of the evolution of motor and cognitive disability …
Parkinson's Disease Detection through Vocal Biomarkers and Advanced Machine Learning Algorithms
Parkinson's disease (PD) is a prevalent neurodegenerative disorder known for its impact on
motor neurons, causing symptoms like tremors, stiffness, and gait difficulties. This study …
motor neurons, causing symptoms like tremors, stiffness, and gait difficulties. This study …
Leveraging Deep Learning for Fine-Grained Categorization of Parkinson's Disease Progression Levels through Analysis of Vocal Acoustic Patterns
HS Malekroodi, N Madusanka, B Lee, M Yi - Bioengineering, 2024 - mdpi.com
Speech impairments often emerge as one of the primary indicators of Parkinson's disease
(PD), albeit not readily apparent in its early stages. While previous studies focused …
(PD), albeit not readily apparent in its early stages. While previous studies focused …
Exploring robust computer-aided diagnosis of Parkinson's disease based on various voice signals
As the voice disorder is a typical early symptom of Parkinson, some researchers attempt to
diagnose this disease based on voice data collected from suspected patients. Although …
diagnose this disease based on voice data collected from suspected patients. Although …
Using x-vectors to automatically detect parkinson's disease from speech
L Moro-Velazquez, J Villalba… - ICASSP 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
The promise of new neuroprotective treatments to stop or slow the advance of Parkinson's
Disease (PD) urges for new biomarkers or detection schemes that can deliver a faster …
Disease (PD) urges for new biomarkers or detection schemes that can deliver a faster …