Feature Optimization and Stacked Ensemble Learning for Parkinson's Disease Classification Using Speech Analysis

Parkinson's Disease (PD) is the second most common neurodegenerative disorder, whose symptoms worsen over time, making early diagnosis a challenging task. Changes in speech have been identified as an early symptom of PD identification. However, medical datasets often have a small sample size, w...

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Vydané v:	Technical review - IETE Ročník 42; číslo 5; s. 632 - 650
Hlavní autori:	Agrawal, Sneha, Sahu, Satya Prakash
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	Taylor & Francis 03.09.2025
Predmet:	Grid search optimization Hybrid filter-wrapper Hyperparameter tuning Maximum relevancy minimum redundancy Parkinson's disease ReliefF Synthetic Minority Oversampling Technique (SMOTE) Whale optimization algorithm
ISSN:	0256-4602, 0974-5971
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