Multilingual evaluation of interpretable biomarkers to represent language and speech patterns in Parkinson's disease

A Favaro, L Moro-Velázquez, A Butala, C Motley… - Frontiers in …, 2023 - frontiersin.org
Motor impairments are only one aspect of Parkinson's disease (PD), which also include
cognitive and linguistic impairments. Speech-derived interpretable biomarkers may help …

Unveiling early signs of Parkinson's disease via a longitudinal analysis of celebrity speech recordings

A Favaro, A Butala, T Thebaud, J Villalba… - npj Parkinson's …, 2024 - nature.com
Numerous studies proposed methods to detect Parkinson's disease (PD) via speech
analysis. However, existing corpora often lack prodromal recordings, have small sample …

[HTML][HTML] Interpretable speech features vs. DNN embeddings: What to use in the automatic assessment of Parkinson's disease in multi-lingual scenarios

A Favaro, YT Tsai, A Butala, T Thebaud… - Computers in Biology …, 2023 - Elsevier
Speech-based approaches for assessing Parkinson's Disease (PD) often rely on feature
extraction for automatic classification or detection. While many studies prioritize accuracy by …

[PDF][PDF] Exploring the complementary nature of speech and eye movements for profiling neurological disorders

Y Wang, A Favaro, T Thebaud, J Villalba… - Proc …, 2024 - isca-archive.org
Subtle changes in both speech and ocular movements often characterize
neurodegenerative diseases (NDs). This study aims to profile various NDs using speech …

Harnessing Artificial Intelligence (AI) for Psychological Assessment and Treatment in Older Adults

EŞ Durak - Journal of Aging and Long-Term Care, 2024 - dergipark.org.tr
This review article examines the use of artificial intelligence (AI) in psychological health and
its contribution to enhancing psychological care for older adults. All over the world, where …

Analysis of Features for Machine Learning Approaches to Parkinson's Disease Detection

C Ferrante, L Sbattella, V Scotti, B Menon… - Machine Learning and …, 2023 - taylorfrancis.com
Natural Language Processing has been transformed by the introduction of Deep Learning
(DL) models for text and speech processing. Through intuitive techniques like transfer …