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 …

Automatic Assessment of Parkinson's Disease Using Speech Representations of Phonation and Articulation

Y Liu, MK Reddy, N Penttilä, T Ihalainen… - … on Audio, Speech …, 2022 - ieeexplore.ieee.org
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 …

Assessment of Parkinson's disease medication state through automatic speech analysis

A Pompili, R Solera-Urena, A Abad, R Cardoso… - arXiv preprint arXiv …, 2020 - arxiv.org
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 …

An approach for Parkinson's disease detection based on Artificial Inteligence techniques

MB Figueredo, RLS Monteiro, A do Nascimento Silva… - 2024 - researchsquare.com
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 …

Machine learning techniques for voice-based early detection of Parkinson's disease

A Hussain, A Sharma - 2022 2nd International Conference on …, 2022 - ieeexplore.ieee.org
Neurodegenerative, progressive diseases having multiple motor and non-motor
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 …

Parkinson's Disease Detection through Vocal Biomarkers and Advanced Machine Learning Algorithms

MA Sayed, DM Cao, MDT Islam… - Journal of computer …, 2023 - al-kindipublisher.com
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 …

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 …

Exploring robust computer-aided diagnosis of Parkinson's disease based on various voice signals

JC Xie, Y Gan, P Liang, R Lan, H Gao - Frontiers in Physics, 2022 - frontiersin.org
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 …

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 …