What type of study is this?

This is a Systematic Review study.

What question did this study set out to answer?

The research aims to review the effectiveness of voice analysis for detecting Parkinson’s disease using machine and deep learning techniques.

November 20, 2025BioengineeringOpen Access

Voice-Based Detection of Parkinson’s Disease Using Machine and Deep Learning Approaches: A Systematic Review

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Authors

HMHadi Sedigh MalekroodiBionics Institute BLByeong Il Lee MYMyunggi Yi

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Implication

Systematic review highlights voice analysis using machine learning for detecting Parkinson's disease, suggesting improved diagnostic methods may be needed.

Key Points

The research aims to review the effectiveness of voice analysis for detecting Parkinson’s disease using machine and deep learning techniques.
Conducted a systematic review of studies published in various databases (PubMed, Scopus, etc.) from 2020 to September 2025.
Analyzed 69 studies based on dataset characteristics, speech tasks, feature extraction, and model performance.
Examined classical machine learning models such as Support Vector Machines and Random Forests alongside deep learning architectures.
Classical ML models achieved high accuracy on small, homogeneous datasets.
Deep learning architectures outperformed classical methods in robustness and scalability across varied conditions.
Identified challenges such as dataset heterogeneity and class imbalance, affecting reproducibility.

Cite This Study

Malekroodi et al. (2025) studied this question.

synapsesocial.com/papers/6924f091c0ce034ddc35080b https://doi.org/10.3390/bioengineering12111279

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Implication

Systematic review highlights voice analysis using machine learning for detecting Parkinson's disease, suggesting improved diagnostic methods may be needed.

Voice-Based Detection of Parkinson’s Disease Using Machine and Deep Learning Approaches: A Systematic Review

Discussion

Member takes

Implication

Key Points

Cite This Study

Voice-Based Detection of Parkinson’s Disease Using Machine and Deep Learning Approaches: A Systematic Review

Discussion

Member takes

Implication

Key Points

Cite This Study

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