Enhancing Parkinson's disease diagnosis accuracy through speech signal algorithm modeling

OM El-Habbak, AM Abdelalim… - Computers …, 2022 - strathprints.strath.ac.uk
Parkinson's disease (PD), one of whose symptoms is dysphonia, is a prevalent
neurodegenerative disease. The use of outdated diagnosis techniques, which yield …

Parkinson's disease identification using KNN and ANN Algorithms based on Voice Disorder

O Asmae, R Abdelhadi, C Bouchaib… - … Research in Applied …, 2020 - ieeexplore.ieee.org
In recent years, speech signal processing has benefited from a lot of attention, because of its
widespread application. In this study, we have led a comparative analysis for efficient …

[HTML][HTML] An intelligent mobile-enabled system for diagnosing Parkinson disease: development and validation of a speech impairment detection system

L Zhang, Y Qu, B Jin, L Jing, Z Gao… - JMIR medical …, 2020 - medinform.jmir.org
Background: Parkinson disease (PD) is one of the most common neurological diseases. At
present, because the exact cause is still unclear, accurate diagnosis and progression …

Improving Parkinson's disease recognition through voice analysis using deep learning

R Khaskhoussy, YB Ayed - Pattern Recognition Letters, 2023 - Elsevier
Parkinson's disease (PD) corresponds to one of the most common neurological diseases in
the world, which is mainly manifested by motor, cognitive, and language disorders. The …

A simple and effective approach based on a multi-level feature selection for automated Parkinson's disease detection

F Demir, K Siddique, M Alswaitti, K Demir… - Journal of Personalized …, 2022 - mdpi.com
Parkinson's disease (PD), which is a slowly progressing neurodegenerative disorder,
negatively affects people's daily lives. Early diagnosis is of great importance to minimize the …

Can a smartphone diagnose parkinson disease? a deep neural network method and telediagnosis system implementation

YN Zhang - Parkinson's disease, 2017 - Wiley Online Library
Parkinson's disease (PD) is primarily diagnosed by clinical examinations, such as walking
test, handwriting test, and MRI diagnostic. In this paper, we propose a machine learning …

Deep learning for Parkinson's disease diagnosis: a short survey

M Shaban - Computers, 2023 - mdpi.com
Parkinson's disease (PD) is a serious movement disorder that may eventually progress to
mild cognitive dysfunction (MCI) and dementia. According to the Parkinson's foundation, one …

Identification of Parkinson's disease from speech signal using machine learning approach

SS Nayak, AD Darji, PK Shah - International Journal of Speech …, 2023 - Springer
Parkinson's disease (PD) is a neurodegenerative condition of the nervous system that
impairs movement caused by brain cell degeneration and it is most common after …

Optimized Deep Learning for the Classification of Parkinson's Disease Based on Voice Features

S Sharanyaa, M Sambath… - Critical Reviews™ in …, 2022 - dl.begellhouse.com
Parkinson's disease (PD) is a neurodegenerative disorder. Hence, there is a tremendous
demand for adapting vocal features to determine PD in an earlier stage. This paper devises …

Speech features-based Parkinson's disease classification using combined SMOTE-ENN and binary machine learning

S Dhanalakshmi, S Das, R Senthil - Health and Technology, 2024 - Springer
Purpose Parkinson's disease (PD) is one of the most prevalent neurodegenerative diseases
in the global context. The presently available detecting process of PD is costly and labour …