Syllable Level Features for Parkinson's Disease Detection from Speech

S Hovsepyan, MM Doss - ICASSP 2024-2024 IEEE …, 2024 - ieeexplore.ieee.org
Early detection of Parkinson's disease (PD), one of the most common neurodegenerative
diseases, is crucial for successful treatment and symptom management. In this study, we …

Advancing Parkinson's Disease Detection: An Empirical Evaluation of Machine Learning Models Based on Speech Analysis

H Rathee, B Sachdeva, P Gambhir… - 2023 6th International …, 2023 - ieeexplore.ieee.org
Parkinson's disease (PD) is a neurodegenerative disorder that adversely impacts a
considerable portion of the population, especially senior citizens. Currently, the basis of PD …

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 …

Automatic Detection of Parkinson's Disease with Connected Speech Acoustic Features: towards a Linguistically Interpretable Approach

M Maffia, L Schettino, VN Vitale - CEUR WORKSHOP …, 2023 - unora.unior.it
Alterations in speech and voice are among the earliest symptoms of Parkinson's Disease
(PD). Nevertheless, the rich information carried by patients' speech and voice is only …

Phonological I-vectors to detect Parkinson's disease

N Garcia-Ospina, T Arias-Vergara… - Text, Speech, and …, 2018 - Springer
Speech disorders are common symptoms among Parkinson's disease patients and affect the
speech of patients in different aspects. Currently, there are few studies that consider the …

Towards disease-specific speech markers for differential diagnosis in parkinsonism

B Das, K Daoudi, J Klempir… - ICASSP 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
Parkinsonism refers to Parkinson's Disease (PD) and Atypical Parkinsonian Syndromes
(APS), such as Progressive Supranuclear Palsy (PSP) and Multiple System Atrophy (MSA) …

Early Detection of Parkinsons Using Machine Learning

DM Kumar, R Arthi, A Rajeev, A Ranjith… - 2024 International …, 2024 - ieeexplore.ieee.org
Biomarkers derived from human voice can offer in-sight into neurological disorders, such as
Parkinson's disease (PD), because of their underlying cognitive and neuromuscular …

Automatic detection of Parkinson's disease from speech using acoustic, prosodic and phonetic features

R Khaskhoussy, YB Ayed - … Conference on Intelligent Systems Design and …, 2021 - Springer
Parkinson's disease (PD) is a neurodegenerative disease ranked second after Alzheimer's
disease. It affects the central nervous system and causes a progressive and irreversible loss …

[HTML][HTML] Robust and language-independent acoustic features in Parkinson's disease

S Scimeca, F Amato, G Olmo, F Asci, A Suppa… - Frontiers in …, 2023 - frontiersin.org
Introduction The analysis of vocal samples from patients with Parkinson's disease (PDP) can
be relevant in supporting early diagnosis and disease monitoring. Intriguingly, speech …

[HTML][HTML] An algorithm for Parkinson's disease speech classification based on isolated words analysis

F Amato, L Borzì, G Olmo… - Health Information Science …, 2021 - Springer
Introduction Automatic assessment of speech impairment is a cutting edge topic in
Parkinson's disease (PD). Language disorders are known to occur several years earlier than …