Gradient boosting for Parkinson's disease diagnosis from voice recordings.

Ibrahim KarabayirSamuel M GoldmanSuguna PappuOguz Akbilgic

Published in: BMC medical informatics and decision making (2020)

Machine learning can accurately detect Parkinson's disease using an inexpensive and non-invasive voice recording. Light Gradient Boosting outperformed other machine learning algorithms. Such approaches could be used to inexpensively screen large patient populations for Parkinson's disease.

Keyphrases

machine learning
artificial intelligence
deep learning
big data
high throughput