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 …
disease is crucial in controlling the progress of the disease. Real-time, non-invasive …
Artificial intelligence-based voice assessment of patients with Parkinson's disease off and on treatment: machine vs. deep-learning comparison
Parkinson's Disease (PD) is one of the most common non-curable neurodegenerative
diseases. Diagnosis is achieved clinically on the basis of different symptoms with …
diseases. Diagnosis is achieved clinically on the basis of different symptoms with …
[HTML][HTML] Investigating voice as a biomarker: deep phenotyping methods for early detection of Parkinson's disease
Voice technology has grown tremendously in recent years and using voice as a biomarker
has also been gaining evidence. We demonstrate the potential of voice in serving as a deep …
has also been gaining evidence. We demonstrate the potential of voice in serving as a deep …
[HTML][HTML] Enhancing Parkinson's disease severity assessment through voice-based wavelet scattering, optimized model selection, and weighted majority voting
Parkinson's disease (PD) is a neurodegenerative disorder characterized by motor and non-
motor symptoms that significantly impact an individual's quality of life. Voice changes have …
motor symptoms that significantly impact an individual's quality of life. Voice changes have …
Voice analysis for neurological disorder recognition–a systematic review and perspective on emerging trends
Quantifying neurological disorders from voice is a rapidly growing field of research and
holds promise for unobtrusive and large-scale disorder monitoring. The data recording setup …
holds promise for unobtrusive and large-scale disorder monitoring. The data recording setup …
Advances in Parkinson's disease detection and assessment using voice and speech: A review of the articulatory and phonatory aspects
L Moro-Velazquez, JA Gomez-Garcia… - … Signal Processing and …, 2021 - Elsevier
Parkinson's Disease (PD) affects speech in the form of dysphonia and hypokinetic
dysarthria. Multiple studies have evaluated PD's influence on different aspects of speech …
dysarthria. Multiple studies have evaluated PD's influence on different aspects of speech …
An ensemble method for diagnosis of Parkinson's disease based on voice measurements
Background: Parkinson's disease (PD) is the most common destructive neurological
disorder after Alzheimer's disease. Unfortunately, there is no specific test such as …
disorder after Alzheimer's disease. Unfortunately, there is no specific test such as …
A machine learning method to process voice samples for identification of Parkinson's disease
Abstract Machine learning approaches have been used for the automatic detection of
Parkinson's disease with voice recordings being the most used data type due to the simple …
Parkinson's disease with voice recordings being the most used data type due to the simple …
Deep learning vs feature engineering in the assessment of voice signals for diagnosis in Parkinson's disease
E Majda-Zdancewicz… - Bulletin of the Polish …, 2021 - repo.bg.wat.edu.pl
Voice acoustic analysis can be a valuable and objective tool supporting the diagnosis of
many neurodegenerative diseases, especially in times of distant medical examination …
many neurodegenerative diseases, especially in times of distant medical examination …
[HTML][HTML] Analysis of voice as an assisting tool for detection of Parkinson's disease and its subsequent clinical interpretation
G Solana-Lavalle, R Rosas-Romero - Biomedical Signal Processing and …, 2021 - Elsevier
In this work, a voice-based analysis is conducted with the contribution of providing
physicians with a decision tool along with framing information to help them see functional …
physicians with a decision tool along with framing information to help them see functional …
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