[HTML][HTML] Voice in Parkinson's disease: a machine learning study

A Suppa, G Costantini, F Asci, P Di Leo… - Frontiers in …, 2022 - frontiersin.org
Introduction Parkinson's disease (PD) is characterized by specific voice disorders
collectively termed hypokinetic dysarthria. We here investigated voice changes by using …

[HTML][HTML] Effects of deep brain stimulation of the subthalamic nucleus on patients with Parkinson's disease: a machine-learning voice analysis

A Suppa, F Asci, G Costantini, F Bove, C Piano… - Frontiers in …, 2023 - frontiersin.org
Introduction Deep brain stimulation of the subthalamic nucleus (STN-DBS) can exert
relevant effects on the voice of patients with Parkinson's disease (PD). In this study, we used …

Comprehensive analysis of Parkinson disease prediction using vocal parameters

S Shinde, S Satav, U Shirole… - … conference on machine …, 2022 - ieeexplore.ieee.org
There are lot of neurological disease which affect nervous system but Parkinson disease
(PD) is one of the very current neurological disease. There has been a challenge of accurate …

Vocal test Analysis for Assessing Parkinson's Disease at Early Stage

R Fayad, M Hajj-Hassan, G Costantini… - … on Advances in …, 2021 - ieeexplore.ieee.org
Parkinson's Disease (PD) is a neurodegenerative disease, worldwide affecting millions of
people, which results with speech disorders even at early stages. Here, we developed vocal …

[PDF][PDF] Parkinson Disease Detection using Fine Tree Approach

IAM Dioses, JB Tababa, AC Fajardo, JL Dioses Jr - researchgate.net
Parkinson's disease (PD) is a prevalent neurodegenerative disorder characterized by motor
dysfunctions such as difficulty in sitting, standing, walking, and maintaining balance …

[PDF][PDF] Nudging Commuters to Increase Q12 Public Transport Use: A Field Experiment in Rotterdam

S Franssens, E Botchway, W de Swart… - Frontiers In …, 2021 - lirias.kuleuven.be
A large-scale field experiment in Rotterdam, Netherlands, tested whether nudging could
increase public transport use. During one work week, 4000 commuters on six bus lines …