Gradient boosting for Parkinson's disease diagnosis from voice recordings.
Ibrahim KarabayirSamuel M GoldmanSuguna PappuOguz AkbilgicPublished 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.