Enhance Accuracy of Medical Disease Prediction Using Machine Learning Techniques
Abstract & Details
Research Area
Machine Learning
Keywords
Support Vector Machine
Neural Network
Classification
Heart Disease
Naïve Bayes
PCA
Abstract
-This paper gives an endeavor to productively arrange and foresee heart illnesses at a beginning phase with high exactness and execution measures. The huge commitment of this exposition is isolated into two sections. Initial, a powerful way to deal with prior location and grouping of coronary illness is portrayed. Next, a fourier change based clinical proposal model is introduced for the previous conclusion of heart diesease. Supervised machine learning classifiers can be categorized into multiple types. These types include naïve Bayes, linear discriminant analysis (LDA) and quadratic discriminant analysis (QDA), generalized linear models, stochastic gradient descent, support vector machine (SVM), linear support vector classifier (Linear SVC) decision trees, neural network models, nearest neighbours and ensemble methods. The ensemble methods combine weak learners to create strong learners. In this paper the implemented result with the help of hybid Naïve Bayes Machine Learning and principal component analysis (PCA) algorithms.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Sandeep Singh Sikarwar | srk |
| 2 | dinesh kumar sahu | srk |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Sikarwar, Sandeep Singh & sahu, dinesh kumar (2024). Enhance Accuracy of Medical Disease Prediction Using Machine Learning Techniques. International Journal of Advance Research and Innovative Ideas In Education, 10(6), 1-7.
MLA Style
Sikarwar, Sandeep Singh, and dinesh kumar sahu. "Enhance Accuracy of Medical Disease Prediction Using Machine Learning Techniques." International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 6, 2024, pp. 1-7.
IEEE Style
Sandeep Singh Sikarwar and dinesh kumar sahu, "Enhance Accuracy of Medical Disease Prediction Using Machine Learning Techniques," International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 6, pp. 1-7, 2024.
Vancouver Style
Sikarwar Sandeep Singh, sahu dinesh kumar. Enhance Accuracy of Medical Disease Prediction Using Machine Learning Techniques. International Journal of Advance Research and Innovative Ideas In Education. 2024;10(6):1-7.
Harvard Style
Sikarwar, Sandeep Singh & sahu, dinesh kumar (2024) 'Enhance Accuracy of Medical Disease Prediction Using Machine Learning Techniques', International Journal of Advance Research and Innovative Ideas In Education, 10(6), pp. 1-7.
Chicago Style
Sikarwar, Sandeep Singh and dinesh kumar sahu. "Enhance Accuracy of Medical Disease Prediction Using Machine Learning Techniques." International Journal of Advance Research and Innovative Ideas In Education 10, no. 6 (2024): 1-7.
Turabian Style
Sikarwar, Sandeep Singh and dinesh kumar sahu. "Enhance Accuracy of Medical Disease Prediction Using Machine Learning Techniques." International Journal of Advance Research and Innovative Ideas In Education 10, no. 6 (2024): 1-7.
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