Machine learning for the diagnosis of Parkinson's disease: a review of literature

J Mei, C Desrosiers, J Frasnelli - Frontiers in aging neuroscience, 2021 - frontiersin.org
Diagnosis of Parkinson's disease (PD) is commonly based on medical observations and
assessment of clinical signs, including the characterization of a variety of motor symptoms …

[Retracted] A Systematic Literature Review on Particle Swarm Optimization Techniques for Medical Diseases Detection

S Pervaiz, Z Ul-Qayyum, WH Bangyal… - … Methods in Medicine, 2021 - Wiley Online Library
Artificial Intelligence (AI) is the domain of computer science that focuses on the development
of machines that operate like humans. In the field of AI, medical disease detection is an …

A survey on machine learning approaches for automatic detection of voice disorders

S Hegde, S Shetty, S Rai, T Dodderi - Journal of Voice, 2019 - Elsevier
The human voice production system is an intricate biological device capable of modulating
pitch and loudness. Inherent internal and/or external factors often damage the vocal folds …

A review of machine learning and deep learning algorithms for Parkinson's disease detection using handwriting and voice datasets

MA Islam, MZH Majumder, MA Hussein, KM Hossain… - Heliyon, 2024 - cell.com
Parkinson's Disease (PD) is a prevalent neurodegenerative disorder with significant clinical
implications. Early and accurate diagnosis of PD is crucial for timely intervention and …

Voice pathology detection and classification by adopting online sequential extreme learning machine

FT Al-Dhief, MM Baki, NMA Latiff, NNNA Malik… - IEEe …, 2021 - ieeexplore.ieee.org
In the last decade, the implementation of machine learning algorithms in the analysis of
voice disorder is paramount in order to provide a non-invasive voice pathology detection by …

[Retracted] An Analytical Study of Speech Pathology Detection Based on MFCC and Deep Neural Networks

M Zakariah, Y Ajmi Alotaibi, Y Guo… - … Methods in Medicine, 2022 - Wiley Online Library
Diseases of internal organs other than the vocal folds can also affect a person's voice. As a
result, voice problems are on the rise, even though they are frequently overlooked …

Voice pathology detection using support vector machine based on different number of voice signals

FT AL-Dhief, NMA Latiff, MM Baki… - 2021 26th IEEE Asia …, 2021 - ieeexplore.ieee.org
In voice pathology detection system, machine learning algorithms play an important role in
the classification process. Most of the developed systems in voice pathology detection used …

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 …

Parkinson's disease diagnosis by voice data using particle swarm optimization-extreme learning machine approach

MAA Albadr, M Ayob, S Tiun, RZ Homod… - Multimedia Tools and …, 2024 - Springer
Various speech processing approaches (eg, acoustic feature extraction techniques) and
Machine Learning (ML) algorithms have been applied to diagnosing Parkinson's disease …

Voice pathology detection using decision tree classifier

FT AL-Dhief, NMAA Latiff, NNNA Malik… - … on Information and …, 2023 - ieeexplore.ieee.org
Nowadays, the systems of voice disorder detection obtained considerable attention due to
the high importance of this field. However, the assessment of voice pathology requires …