Parkinson's Disease Diagnosis Using Voice Features and Effective Machine Learning Methods

S Goyal, A Kaur, N Batra, R Chauhan - Intelligent Technologies and …, 2024 - igi-global.com
A neurodegenerative condition that largely affects the central nervous system is Parkinson's
disease, and subtle changes in the early stages of this disease make accurate diagnosis …

[HTML][HTML] An efficient machine learning approach for diagnosing parkinson's disease by utilizing voice features

A Rana, A Dumka, R Singh, M Rashid, N Ahmad… - Electronics, 2022 - mdpi.com
Parkinson's disease (PD) is a neurodegenerative disease that impacts the neural,
physiological, and behavioral systems of the brain, in which mild variations in the initial …

[PDF][PDF] A novel approach for Parkinson's disease detection based on voice classification and features selection techniques

A Ouhmida, A Raihani, B Cherradi, O Terrada - Int. J. Onl. Eng., 2021 - academia.edu
Parkinson's disease (PD) is one of the most widespread diseases that, primarily, affects the
motor system of the neural central system. In fact, PD is characterized by tremors, stiffness of …

Evaluating the performance of three classification methods in diagnosis of Parkinson's disease

SA Mostafa, A Mustapha, SH Khaleefah… - Recent Advances on …, 2018 - Springer
Accurate diagnosis of the Parkinson's disease is a challenging task that involves many
physical, psychological and neurological examinations. The examinations include …

A hybrid system for Parkinson's disease diagnosis using machine learning techniques

R Lamba, T Gulati, HF Alharbi, A Jain - International Journal of Speech …, 2022 - Springer
Parkinson's disease is a neurodegenerative disorder that progresses slowly and its
symptoms appear over time, so its early diagnosis is not easy. A neurologist can diagnose …

Improving Parkinson's disease recognition through voice analysis using deep learning

R Khaskhoussy, YB Ayed - Pattern Recognition Letters, 2023 - Elsevier
Parkinson's disease (PD) corresponds to one of the most common neurological diseases in
the world, which is mainly manifested by motor, cognitive, and language disorders. The …

Multiclass-Based Support Vector Machine for Parkinson's Disease Detection on Speech Data

B Devi, S Srivastava, VK Verma - International Conference on Information …, 2021 - Springer
Overview: Parkinson's disease is a central nervous system neurodegenerative condition that
impairs the ability to manage certain bodily activities. Parkinson's symptoms begin gradually …

[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 …

A machine learning system for the diagnosis of Parkinson's disease from speech signals and its application to multiple speech signal types

İ Cantürk, F Karabiber - Arabian Journal for Science and Engineering, 2016 - Springer
Parkinson's disease (PD) is a neurodegenerative disorder that negatively affects millions of
people. PD is usually diagnosed by a series of empirical tests and sometimes by invasive …

Classification of Parkinson's disease using speech signal with machine learning and deep learning approaches

S Rahman, M Hasan, AK Sarkar, F Khan - European Journal of Electrical …, 2023 - ejece.org
Parkinson's disease (PD) is a chronic neurological condition that is growing in prevalence
and manifests both motor and non-motor symptoms. Most PD patients have trouble …