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 …

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 …

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 …

A speech-based hybrid decision support system for early detection of Parkinson's disease

R Lamba, T Gulati, A Jain, P Rani - Arabian Journal for Science and …, 2023 - Springer
Parkinson's disease is a neurological illness that affects individuals at the later stage of life.
Most patients complain of voice or speech abnormalities during the nascent stage of this …

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 …

[HTML][HTML] Speech analysis for diagnosis of Parkinson's disease using genetic algorithm and support vector machine

M Shahbakhi, DT Far, E Tahami - Journal of biomedical science and …, 2014 - scirp.org
Parkinson's disease (PD) is the most common disease of motor system degeneration that
occurs when the dopamine-producing cells are damaged in substantia nigra. To detect PD …

Linear and non-linear speech features for detection of Parkinson's disease

M Shahbakhti, D Taherifar… - The 6th 2013 biomedical …, 2013 - ieeexplore.ieee.org
Parkinson's disease (PD) was described by James Parkinson first time and it is now
recognized as the second common neurological disorder after Alzheimer. Since most of the …

Detecting Parkinson's disease with sustained phonation and speech signals using machine learning techniques

JS Almeida, PP Rebouças Filho, T Carneiro… - Pattern Recognition …, 2019 - Elsevier
This study investigates the processing of voice signals for detecting Parkinson's disease.
This disease is one of the neurological disorders that affect people in the world most. The …

Analysis of Ensemble of Machine Learning Algorithms for Detection of Parkinson's Disease

G Tallapureddy, D Radha - 2022 International Conference on …, 2022 - ieeexplore.ieee.org
Parkinson's Disorder (PD) is a neurodegenerative motion disorder. This disorder can be
identified by the signs and symptoms which may increase with a small tremor in right or left …

Improving Parkinson's disease diagnosis with machine learning methods

E Celik, SI Omurca - 2019 Scientific Meeting on Electrical …, 2019 - ieeexplore.ieee.org
Parkinson's disease is a type of disease caused by the loss of dopamine-producing cells in
the brain. As the amount of dopamine decreases, the symptoms of Parkinson's disease …