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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