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Ensemble Learning-Based Approach for Parkinson’s Disease Detection Using Random Forest and Gradient Boosting on Spiral Drawing Biomarkers

Parkinson’s disease (PD) is a neurodegenerative disorder that most profoundly affects motor capabilities. Machine learning approaches have emerged as potential tools for early diagnosis, accomplished through analysis of impairments exhibited in handwriting and drawing tests. In contrast with previou...

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Hovedforfatter: Ramiz Görkem Birdal
Format: Artigo
Sprog:Inglês
Udgivet: Mahmut Akyigit 2025-09-01
Serier:Journal of Mathematical Sciences and Modelling
Fag:
ensemble learning
feature engineering
gradient boosting classifiers
parkinson’s disease (pd)
random forest
Online adgang:https://dergipark.org.tr/en/download/article-file/4899263
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