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Voice Analysis with Machine Learning: One Step Closer to an Objective Diagnosis of Essential Tremor.

Antonio SuppaFrancesco AsciGiovanni SaggioPietro Di LeoZakarya ZarezadehGina FerrazzanoGiovanni RuoppoloAlfredo BerardelliGiovanni Costantini
Published in: Movement disorders : official journal of the Movement Disorder Society (2021)
In patients with essential tremor, voice tremor is characterized by abnormal oscillatory activity at 2-6 Hz. Voice analysis, including power spectral analysis and support vector machine classification, objectively detected voice tremor and its response to symptomatic pharmacological treatment in patients with essential tremor. © 2021 International Parkinson and Movement Disorder Society.
Keyphrases
  • deep brain stimulation
  • machine learning
  • parkinson disease
  • magnetic resonance imaging
  • smoking cessation