[PDF][PDF] Parkinson's Disease Speech Analysis–Machine-Learning-based Evaluation of Speech Impairments

P Fuchs, K Krüger, G Schmidt - Proc. DAGA, 2023 - pub.dega-akustik.de
Human communication is mainly performed by speech. Neurological diseases like
Parkinsons disease can cause speech impairments, called dysarthria. Speech therapies can …

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 …

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

M Maffia, L Schettino, VN Vitale - … of the 9th Italian Conference on …, 2024 - books.google.com
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 …

Synthetic Data Generation Techniques for Developing AI-based Speech Assessments for Parkinson's Disease (A Comparative Study)

M Parsapoor - arXiv preprint arXiv:2312.02229, 2023 - arxiv.org
Changes in speech and language are among the first signs of Parkinson's disease (PD).
Thus, clinicians have tried to identify individuals with PD from their voices for years. Doctors …

[PDF][PDF] Parkinson's disease assessment using speech anomalies: a review

T Khan - Idt. mdh. se, 2014 - researchgate.net
This paper presents a detailed systematic literature review on Parkinson's disease severity
assessment methods based on speech impairment. Techniques that cope up the challenges …

Predicting UPDRS scores in Parkinson's disease using voice signals: A deep learning/transfer-learning-based approach

JD Arias-Londoño, JA Gómez-García - Automatic Assessment of …, 2020 - Springer
In the last years, literature exhibits successful results in the automatic detection of
Parkinson's disease using voice/speech, especially for patients in medium or late stages of …

[PDF][PDF] Random forest-based prediction of Parkinson's disease progression using acoustic, ASR and intelligibility features

A Zlotnik, JM Montero, R San-Segundo… - … Conference of the …, 2015 - e-archivo.uc3m.es
Abstract The Interspeech ComParE 2015 PC Sub-Challenge consists of automatically
determining the degree of Parkinson's condition using exclusively the patient's voice. In this …

The detection of Parkinson's disease from speech using voice source information

NP Narendra, B Schuller, P Alku - IEEE/ACM Transactions on …, 2021 - ieeexplore.ieee.org
Developing automatic methods to detect Parkinson's disease (PD) from speech has
attracted increasing interest as these techniques can potentially be used in telemonitoring …

CNN-based identification of Parkinson's disease from continuous speech in noisy environments

P Faragó, SA Ștefănigă, CG Cordoș, LI Mihăilă… - Bioengineering, 2023 - mdpi.com
Parkinson's disease is a progressive neurodegenerative disorder caused by dopaminergic
neuron degeneration. Parkinsonian speech impairment is one of the earliest presentations …

Automated Diagnosis of Parkinson's Disease using Speech Signals with Machine Learning

P Mann, A Jha, R Rani, G Jaiswal… - … 26th Conference of …, 2023 - ieeexplore.ieee.org
Parkinson's Disease ranks as the second most common chronic neurodegenerative
condition that affects the CNS by killing the cells containing dopamine and its receptors …