Advanced comparative analysis of machine learning algorithms for early Parkinson's disease detection using vocal biomarkers
The study confirms the feasibility of using sustained vowel phonation and machine learning for early PD diagnosis. The KNN classifier, in particular, shows excellent diagnostic accuracy. These findings support the integration of voice-based machine learning tools into clinical workflows, potentially enhancing early detection and management of PD.
Authors
- Ajay Kumar (ORCID: https://orcid.org/0000-0003-0813-9050)
- Rachan Daimary (ORCID: https://orcid.org/0000-0002-7826-5258)
- Sandeep Prasad
- Priyanka Paygude (ORCID: https://orcid.org/0000-0002-3162-8453)
- Jaydip Singh (ORCID: https://orcid.org/0000-0003-3413-9548)
Institutions
- Amicable Knowledge Solution University (IN)
- Manipal University Jaipur
- Bharati Vidyapeeth (Deemed to be University) (IN)
Publication Details
- Journal
- Digital Health
- Published
- 2025-05-01
- DOI
- https://doi.org/10.1177/20552076251342878
- Citations
- 4
- Primary Topic
- Voice and Speech Disorders
- Type
- article
- Field-Weighted Citation Impact
- 4.66