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Title: :  Predictive Analysis for Early Detection of Heart Disease and Diabetes: A Machine Learning Approach
PaperId: :  24288
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 3 2024
DUI:    16.0415/IJARIIE-24288
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Rishi CheravathMET-Institute of Computer Science
Abhijit BanubakodeMET-Institute of Computer Science

Abstract

Computer Engineering
Diabetes, Heart disease, Machine learning, Support vector machines (SVM), Logistic regression, Predictive analysis, early disease detection.
Diabetes and heart disease pose significant health risks globally, leading to substantial costs and challenges for healthcare systems. This research investigates the utilization of logistic regression and support vector machines (SVM) in early disease detection, focusing on both heart disease and diabetes using clinical data. Despite encountering challenges such as restricted dataset size and quality, our study reveals the potential of both models in achieving accurate disease detection. These findings underscore the versatility of logistic regression and SVM as effective tools for proactive disease identification, providing valuable insights for enhancing patient healthcare.

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IJARIIE Rishi Cheravath, and Abhijit Banubakode. "Predictive Analysis for Early Detection of Heart Disease and Diabetes: A Machine Learning Approach" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 3 2024 Page 5375-7585
MLA Rishi Cheravath, and Abhijit Banubakode. "Predictive Analysis for Early Detection of Heart Disease and Diabetes: A Machine Learning Approach." International Journal Of Advance Research And Innovative Ideas In Education 10.3(2024) : 5375-7585.
APA Rishi Cheravath, & Abhijit Banubakode. (2024). Predictive Analysis for Early Detection of Heart Disease and Diabetes: A Machine Learning Approach. International Journal Of Advance Research And Innovative Ideas In Education, 10(3), 5375-7585.
Chicago Rishi Cheravath, and Abhijit Banubakode. "Predictive Analysis for Early Detection of Heart Disease and Diabetes: A Machine Learning Approach." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 3 (2024) : 5375-7585.
Oxford Rishi Cheravath, and Abhijit Banubakode. 'Predictive Analysis for Early Detection of Heart Disease and Diabetes: A Machine Learning Approach', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, 2024, p. 5375-7585. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Predictive_Analysis_for_Early_Detection_of_Heart_Disease_and__Diabetes__A_Machine_Learning_Approach_ijariie24288.pdf (Accessed : ).
Harvard Rishi Cheravath, and Abhijit Banubakode. (2024) 'Predictive Analysis for Early Detection of Heart Disease and Diabetes: A Machine Learning Approach', International Journal Of Advance Research And Innovative Ideas In Education, 10(3), pp. 5375-7585IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Predictive_Analysis_for_Early_Detection_of_Heart_Disease_and__Diabetes__A_Machine_Learning_Approach_ijariie24288.pdf (Accessed : )
IEEE Rishi Cheravath, and Abhijit Banubakode, "Predictive Analysis for Early Detection of Heart Disease and Diabetes: A Machine Learning Approach," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, pp. 5375-7585, May-Jun 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/Predictive_Analysis_for_Early_Detection_of_Heart_Disease_and__Diabetes__A_Machine_Learning_Approach_ijariie24288.pdf [Accessed : ].
Turabian Rishi Cheravath, and Abhijit Banubakode. "Predictive Analysis for Early Detection of Heart Disease and Diabetes: A Machine Learning Approach." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 3 ().
Vancouver Rishi Cheravath, and Abhijit Banubakode. Predictive Analysis for Early Detection of Heart Disease and Diabetes: A Machine Learning Approach. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(3) : 5375-7585. Available from: https://ijariie.com/AdminUploadPdf/Predictive_Analysis_for_Early_Detection_of_Heart_Disease_and__Diabetes__A_Machine_Learning_Approach_ijariie24288.pdf
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