Voice analysis to differentiate the dopaminergic response in people with Parkinson's disease

A Jain, K Abedinpour, O Polat, MM Çalışkan… - Frontiers in human …, 2021 - frontiersin.org
Humans' voice offers the widest variety of motor phenomena of any human activity.
However, its clinical evaluation in people with movement disorders such as Parkinson's …

CNN-based identification of Parkinson's disease from continuous speech in noisy environments

P Faragó, SA Ștefănigă, CG Cordoș, LI Mihăilă… - Bioengineering, 2023 - mdpi.com
Parkinson's disease is a progressive neurodegenerative disorder caused by dopaminergic
neuron degeneration. Parkinsonian speech impairment is one of the earliest presentations …

Parkinson's Disease Detection through Vocal Biomarkers and Advanced Machine Learning Algorithms: A Comprehensive Study

MA Sayed, S Ahamed, DM Cao, MEUI Pavel… - arXiv preprint arXiv …, 2023 - arxiv.org
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 …

Selection of dominant voice features for accurate detection of Parkinson's disease

S Chandrayan, A Agarwal, M Arif… - 2017 third international …, 2017 - ieeexplore.ieee.org
Parkinson's disease (PD) is a widespread chronic neurological disease prevalent in old age.
Speech is found to be an effective marker for the identification of Parkinson's disease. In the …

Performance Comparison of Machine Learning Algorithms for Parkinson's Disease Detection

I Gupta, D Vashisth, R Garg - 2024 14th International …, 2024 - ieeexplore.ieee.org
Parkinson's Disease affects the neural system and can be detected using biomarkers,
physiological and motor disruptions exhibited by patients. Several advancements and …

Vocal feature extraction-based artificial intelligent model for Parkinson's disease detection

M Hoq, MN Uddin, SB Park - Diagnostics, 2021 - mdpi.com
As a neurodegenerative disorder, Parkinson's disease (PD) affects the nerve cells of the
human brain. Early detection and treatment can help to relieve the symptoms of PD. Recent …

[PDF][PDF] Diagnosis of Parkinson's disorder through speech data using machine learning algorithms

MS Abhishek, CR Chethan, CR Aditya… - Volume-9 Issue-3 …, 2020 - researchgate.net
Parkinson's disease is a neurodegenerative disorder that affects millions of people around
the globe. Detecting Parkinson's disease at an earlier stage could help to better diagnose …

Poster: VGGish Embeddings Based Audio Classifiers to Improve Parkinson's Disease Diagnosis

S Kurada, A Kurada - 2020 IEEE/ACM International Conference on …, 2020 - dl.acm.org
The absence of highly predictive and readily applicable biomarkers for Parkinson's disease
(PD) significantly hinders the diagnosis and subsequent monitoring of the condition. Since …

A multi-modal array of interpretable features to evaluate language and speech patterns in different neurological disorders

A Favaro, C Motley, T Cao, M Iglesias… - 2022 IEEE Spoken …, 2023 - ieeexplore.ieee.org
Speech-based automatic approaches for evaluating neurological disorders (NDs) depend
on feature extraction before the classification pipeline. It is preferable for these features to be …

Neurodegenerative diseases detection through voice analysis

D Braga, AM Madureira, L Coelho… - Hybrid Intelligent Systems …, 2018 - Springer
Recent studies have shown that the early detection of neurodegenerative diseases (such as
Parkinson) can significantly improve the effectiveness of treatments that increase quality of …