Efficient Feature Selection and Hyperparameter Tuning for Improved Speech Signal-Based Parkinson’s Disease Diagnosis via Machine Learning Techniques

Efficient Feature Selection and Hyperparameter Tuning for Improved Speech Signal-Based Parkinson’s Disease Diagnosis via Machine Learning Techniques

Parkinson’s disease (PD) is a neurodegenerative disorder that progressively worsens with age, particularly affecting the elderly. Symptoms of PD include visual hallucinations, depression, autonomic dysfunction, and motor difficulties. Conventional diagnostic methods often rely on subjective interpr...

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Bibliographic Details
Main Authors: Deepak Painuli, Suyash Bhardwaj, Utku Kose
Format: Article
Language:English
Published: Tehran University of Medical Sciences 2025-01-01
Series:Health Technology Assessment in Action
Subjects:
Medical Diagnosis
Parkinson's disease
Machine Learning
Data preprocessing
Feature selection
GridSearchCV
Online Access:https://htainaction.tums.ac.ir/index.php/hta/article/view/275
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