Fusion Learning with Attention-VAE Imputation for Mixed-Reality Multisensor Screening of Parkinson’s Disease
Objective: To evaluate whether a mixed-reality (MR) multisensor protocol combined with multimodal learning can discriminate Parkinson’s disease (PD) from healthy controls (HC) despite substantial missing…Voice-Based Screening of Parkinsonian Disorders Using Acoustic Feature Analysis and Machine Learning
Objective: To evaluate whether acoustic features from voice recordings can distinguish Parkinson’s disease and related parkinsonian disorders from healthy controls. Background: Speech production depends on…A biomarker of Huntington’s disease progression derived from deep neural speech representations
Objective: To derive a speech-based score reflecting Huntington’s disease (HD) progression from deep neural representations of raw voice recordings and evaluate its potential as a…Real-World Mobile Voice Classification for Parkinson’s Disease Using Convolutional Neural Networks and Mel-Spectrogram Features
Objective: To evaluate the performance of deep learning approach based on Mel-spectrogram features in classifying PD using two real-world speech tasks - sustained phonation and…Quantitative Neurodegenerative Risk Modelling and Clinical Score Prediction Using Mixed Reality
Objective: This study investigates the potential of mixed reality (MR) tool for multimodal data collection from individuals with Parkinson’s disease and examines the use of…Detection of novel acoustic biomarkers among Parkinson’s disease patients via an explainable machine learning model
Objective: Our aim was to develop and compare machine learning (ML) algorithms for identification of Parkinson’s disease (PD) patients via acoustic analysis of vowel articulation…Language influence on acoustic measures of sustained vowel in patients with Parkinson’s disease and healthy volunteers
Objective: To investigate the influence of language on acoustic measures of sustained vowels in patients with Parkinson’s disease and healthy volunteers, specifically focusing on jitter,…Laryngeal Dystonia, Dopa-Responsive Parkinsonism and Primary Progressive Aphasia with Alzheimer Disease Pathology
Objective: To report a case of laryngeal dystonia (LD), parkinsonism and primary progressive aphasia (PPA) with Alzheimer disease (AD) pathology Background: The presence of 3-4 neurological…Is It Better to Sing Together? A Review of Choral Singing for People with Parkinson’s Disease
Objective: This review assesses the effects of choral singing as an adjunct therapy for Parkinson’s disease (PD). Background: PD is the second-most common neurodegenerative disease,…Noise assessment acoustic measures of sustained vowel in patients with Parkinson’s disease
Objective: To investigate and quantify the presence of noise in the vocal signals of Parkinson's disease (PD) patients and healthy volunteers (HV) using acoustic measures,…
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