Parkinson's Disease Analysis and Prediction Using Regression Models
Abstract & Details
Research Area
Computer Science Engineering
Keywords
Parkinson’s Disease
postural instability
rigidity
genetic
Abstract
Parkinson's Disease (PD) is a chronic and progressive neurodegenerative disorder that affects millions of individuals globally. It is characterized by a wide range of motor and non-motor symptoms, including tremors, bradykinesia, rigidity, and postural instability. The proposed system for Parkinson's disease analysis and prediction aims to overcome the limitations of the existing system by leveraging advanced technologies and methodologies. It incorporates comprehensive data collection methods, advanced analytics techniques, interactive visualization tools, seamless integration with clinical workflows, scalability, security measures, and a user-friendly interface. The system offers personalized predictive analytics capabilities, enabling more accurate predictions, personalized treatment planning, and improved patient outcomes. By computer programs we can analyze data which can help to predict how severe Parkinson's Disease might be for a person. We tested different methods, like looking for patterns in the data and using a type of artificial intelligence called neural networks. These methods were pretty good at predicting the severity of Parkinson's Disease. This project not only serves as a valuable tool for predicting Parkinson's Disease progression but also facilitates data driven insights and informed decision-making in clinical practice. Moving forward, further refinements and enhancements can be made to improve model accuracy, expand data analysis capabilities, and incorporate additional features to address the evolving needs of healthcare stakeholders.
License
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Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Chintha Yamini | PVKK Institute of Technology |
| 2 | C.Veena | PVKK Institute of Technology |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Yamini, Chintha & C.Veena (2025). Parkinson's Disease Analysis and Prediction Using Regression Models. International Journal of Advance Research and Innovative Ideas In Education, 11(2), 202-207.
MLA Style
Yamini, Chintha, and C.Veena. "Parkinson's Disease Analysis and Prediction Using Regression Models." International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 2, 2025, pp. 202-207.
IEEE Style
Chintha Yamini and C.Veena, "Parkinson's Disease Analysis and Prediction Using Regression Models," International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 2, pp. 202-207, 2025.
Vancouver Style
Yamini Chintha, C.Veena. Parkinson's Disease Analysis and Prediction Using Regression Models. International Journal of Advance Research and Innovative Ideas In Education. 2025;11(2):202-207.
Harvard Style
Yamini, Chintha & C.Veena (2025) 'Parkinson's Disease Analysis and Prediction Using Regression Models', International Journal of Advance Research and Innovative Ideas In Education, 11(2), pp. 202-207.
Chicago Style
Yamini, Chintha and C.Veena. "Parkinson's Disease Analysis and Prediction Using Regression Models." International Journal of Advance Research and Innovative Ideas In Education 11, no. 2 (2025): 202-207.
Turabian Style
Yamini, Chintha and C.Veena. "Parkinson's Disease Analysis and Prediction Using Regression Models." International Journal of Advance Research and Innovative Ideas In Education 11, no. 2 (2025): 202-207.
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