Computerized analysis of speech and voice for Parkinson's disease: A systematic review

QC Ngo, MA Motin, ND Pah, P Drotár… - Computer Methods and …, 2022 - Elsevier
Background and objective Speech impairment is an early symptom of Parkinson's disease
(PD). This study has summarized the literature related to speech and voice in detecting PD …

Machine learning-and statistical-based voice analysis of Parkinson's disease patients: A survey

F Amato, G Saggio, V Cesarini, G Olmo… - Expert Systems with …, 2023 - Elsevier
The preliminary diagnosis and evaluation of the presence and/or severity of Parkinson's
disease is crucial in controlling the progress of the disease. Real-time, non-invasive …

[HTML][HTML] Analysis of Parkinson's disease using an imbalanced-speech dataset by employing decision tree ensemble methods

O Barukab, A Ahmad, T Khan… - Diagnostics, 2022 - mdpi.com
Parkinson's disease (PD) currently affects approximately 10 million people worldwide. The
detection of PD positive subjects is vital in terms of disease prognostics, diagnostics …
F Demir, A Sengur, A Ari, K Siddique, M Alswaitti - IEEE Access, 2021 - ieeexplore.ieee.org
In this paper, a novel approach was developed for Parkinson's disease (PD) diagnosis
based on speech disorders. When the literature about the speech disorders-based PD …

An adaptive intelligent diagnostic system to predict early stage of parkinson's disease using two-stage dimension reduction with genetically optimized lightgbm …

J Dhar - Neural Computing and Applications, 2022 - Springer
Parkinson's disease is one of the most prevalent neurodegenerative sicknesses
distinguished by motor function impairment. Parkinson's disease (PD) diagnosis is a …

RENT—repeated elastic net technique for feature selection

A Jenul, S Schrunner, KH Liland, UG Indahl… - IEEE …, 2021 - ieeexplore.ieee.org
Feature selection is an essential step in data science pipelines to reduce the complexity
associated with large datasets. While much research on this topic focuses on optimizing …

Design of an efficient prediction model for early parkinson's disease diagnosis

K Shyamala, TM Navamani - IEEE Access, 2024 - ieeexplore.ieee.org
Parkinson's Disease (PD) is a long-lasting and progressive brain disorder that disrupts the
body's nervous system pathways. This disruption leads to various issues with movement and …