Parkinson’s disease detection based on features refinement through L1 regularized SVM and deep neural network

Abstract In previous studies, replicated and multiple types of speech data have been used for Parkinson’s disease (PD) detection. However, two main problems in these studies are lower PD detection accuracy and inappropriate validation methodologies leading to unreliable results. This study discusses...

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Bibliographic Details
Main Authors: Liaqat Ali, Ashir Javeed, Adeeb Noor, Hafiz Tayyab Rauf, Seifedine Kadry, Amir H. Gandomi
Format: Article
Language:English
Published: Nature Portfolio 2024-01-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-024-51600-y