Journal of voice : official journal of the Voice Foundation
Enhancing Parkinson's Disease Detection by Combining SMOTE and Feature Selection for Improved Machine Learning Classification Using Voice Recordings.
Jihad A Qadir
Published: 202510.1016/j.jvoice.2025.11.003
Abstract
Parkinson's disease (PD) presents significant diagnostic challenges, particularly in its early stages when timely intervention is most effective. Voice analysis offers a noninvasive approach for early detection but faces challenges of class imbalance…
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