Parkinson disease detection using energy direction features based on EMD from voice signal
T Zhang, Y Zhang, H Sun, H Shan - Biocybernetics and Biomedical …, 2021 - Elsevier
Voice disorders are one of the incipient symptoms of Parkinson's disease (PD). Recent
studies have shown that approximately 90% of PD patients suffer from vocal disorders …
studies have shown that approximately 90% of PD patients suffer from vocal disorders …
Parkinson disease prediction using intrinsic mode function based features from speech signal
Parkinson's disease (PD) is a progressive neurological disorder prevalent in old age. Past
studies have shown that speech can be used as an early marker for identification of PD. It …
studies have shown that speech can be used as an early marker for identification of PD. It …
Learning acoustic features to detect Parkinson's disease
Detecting Parkinson's disease (PD) based on voice analysis is meaningful due to its non-
invasion and convenience. Traditional features adopted for PD detection are often hand …
invasion and convenience. Traditional features adopted for PD detection are often hand …
A deep learning based method for Parkinson's disease detection using dynamic features of speech
C Quan, K Ren, Z Luo - IEEE Access, 2021 - ieeexplore.ieee.org
Detection of voice changes in Parkinson's Disease (PD) patients would make it possible for
early detection and intervention before the onset of disabling physical symptoms. This study …
early detection and intervention before the onset of disabling physical symptoms. This study …
[HTML][HTML] Machine learning approaches to identify Parkinson's disease using voice signal features
R Alshammri, G Alharbi, E Alharbi… - Frontiers in artificial …, 2023 - frontiersin.org
Parkinson's Disease (PD) is the second most common age-related neurological disorder
that leads to a range of motor and cognitive symptoms. A PD diagnosis is difficult since its …
that leads to a range of motor and cognitive symptoms. A PD diagnosis is difficult since its …
[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 …
Robust language independent voice data driven Parkinson's disease detection
Abstract Background and Objective: Parkinson's Disease (PD) is a neurodegenerative
movement disorder caused by the progressive loss of dopamine. Approximately 90% of PD …
movement disorder caused by the progressive loss of dopamine. Approximately 90% of PD …
Spatial analysis of EEG signals for Parkinson's disease stage detection
Diagnosis of Parkinson's disease (PD) in the early stages is very critical for effective
treatments. In this paper, we propose a simple and low-cost biomarker to diagnose PD …
treatments. In this paper, we propose a simple and low-cost biomarker to diagnose PD …
A novel framework of two successive feature selection levels using weight-based procedure for voice-loss detection in Parkinson's disease
Parkinson's disease (PD) is one of the public neuro-degenerative disorders. Speech/voice
disorder is considered one of the symptoms at an early stage. Acoustic and speech signal …
disorder is considered one of the symptoms at an early stage. Acoustic and speech signal …
Parkinson's disease diagnosis in cepstral domain using MFCC and dimensionality reduction with SVM classifier
Parkinson's disease (PD) is one of the most common and serious neurological diseases.
Impairments in voice have been reported to be the early biomarkers of the disease. Hence …
Impairments in voice have been reported to be the early biomarkers of the disease. Hence …