Parkinson's Disease Diagnosis Using Deep Learning: A Bibliometric Analysis and Literature Review

RA Abumalloh, M Nilashi, S Samad, H Ahmadi… - Ageing Research …, 2024 - Elsevier
Parkinson's Disease (PD) is a progressive neurodegenerative illness triggered by
decreased dopamine secretion. Deep Learning (DL) has gained substantial attention in PD …

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 …

Speech processing for early Parkinson's disease diagnosis: machine learning and deep learning-based approach

R Khaskhoussy, YB Ayed - Social Network Analysis and Mining, 2022 - Springer
Speech production disorders during Parkinson's Disease (PD) stand for one of the clinical
markers which are representative of the evolution of motor and cognitive disability …

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 …

An I-vector-based approach for discriminating between patients with Parkinson's disease and healthy people

R Khaskhoussy, YB Ayed - … International Conference on …, 2022 - spiedigitallibrary.org
Parkinson's disease (PD) is one of the neurological disorders that affect the central nervous
system leads to cognitive, emotional and speech disorders. Many methods have been …

Detecting Parkinson's disease according to gender using speech signals

R Khaskhoussy, YB Ayed - … , KSEM 2021, Tokyo, Japan, August 14–16 …, 2021 - Springer
Parkinson's Disease (PD) is a progressive neurodegenerative disorder that mainly affects
the central nervous system causing cognitive, emotional and language disorders. Speech …

A deep convolutional autoencoder-based approach for Parkinson's disease diagnosis through speech signals

R Khaskhoussy, Y Ben Ayed - … Conference on Advanced Data Mining and …, 2022 - Springer
Parkinson's Disease (PD) is a neurodegenerative disease that primarily manifests through
cognitive, motor and speech disorders. But it has been proven that voice changes in …

Machine learning approaches in detection of Parkinson's disease using speech and gait signals

S Das, G Kothari, A Prakash, AJD Krupa… - AIP Conference …, 2023 - pubs.aip.org
Parkinson's disease is a neurodegenerative disorder which degrades the quality of life of the
affected. Caused due to the reduction in dopamine production in the body, PD causes …

Identifying Parkinson's Disease in it's Primitive Phase using Vocal Characteristics

PMK Kumari, SG Spoorthy, I Hepsebha… - 2024 International …, 2024 - ieeexplore.ieee.org
Parkinson's Disease (PD) is a condition within the nervous System that limits mobility and is
typified by tremors, stiffness, imbalance issues, and vocal abnormalities. Effective …