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Title: :  An extensive analysis of data mining and machine learning strategies for heart disease prediction
PaperId: :  20147
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 3 2023
DUI:    16.0415/IJARIIE-20147
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Priyanshu SinghDayananda Sagar Academy of Tech & Management
Prakruthi HRDayananda Sagar Academy of Tech & Management
Moulya GDayananda Sagar Academy of Tech & Management
Nayana SgarDayananda Sagar Academy of Tech & Management
Dr.Thirukrishna JTDayananda Sagar Academy of Tech & Management

Abstract

Computer Science
Random forest ,SVM ,Logistic Regression etc.
One of the leading causes of mortality is cardiovascular disease. Since the health system produces a significant amount of data, detecting cardiovascular problems is becoming even more crucial. Internet - of - things healthcare systems provide a tough challenge. Machine learning is essential for making correct disease predictions. There has been extensive work in this domain, yet they have not effectively grasped the real potential of machine learning strategies in predicting risk in patients because they have not utilized large quantities of information. In this study, we suggest a unique method for enhancing the accuracy of coronary heart disease diagnosis by identifying significant features using machine learning strategies. Various feature groupings and many well-known classifications techniques have been employed to develop the prediction system. The main goals of the planned study are to improve feature selection and minimize the number of traits while producing improved outcomes. In this work, a better search optimization algorithm with a conceptual methodology is applied to recognize defining factors of cardiovascular diseases. The proposed technique can also be immediately put into practice in the medical world to detect heart disease.

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IJARIIE Priyanshu Singh, Prakruthi HR, Moulya G, Nayana Sgar, and Dr.Thirukrishna JT. "An extensive analysis of data mining and machine learning strategies for heart disease prediction" International Journal Of Advance Research And Innovative Ideas In Education Volume 9 Issue 3 2023 Page 680-687
MLA Priyanshu Singh, Prakruthi HR, Moulya G, Nayana Sgar, and Dr.Thirukrishna JT. "An extensive analysis of data mining and machine learning strategies for heart disease prediction." International Journal Of Advance Research And Innovative Ideas In Education 9.3(2023) : 680-687.
APA Priyanshu Singh, Prakruthi HR, Moulya G, Nayana Sgar, & Dr.Thirukrishna JT. (2023). An extensive analysis of data mining and machine learning strategies for heart disease prediction. International Journal Of Advance Research And Innovative Ideas In Education, 9(3), 680-687.
Chicago Priyanshu Singh, Prakruthi HR, Moulya G, Nayana Sgar, and Dr.Thirukrishna JT. "An extensive analysis of data mining and machine learning strategies for heart disease prediction." International Journal Of Advance Research And Innovative Ideas In Education 9, no. 3 (2023) : 680-687.
Oxford Priyanshu Singh, Prakruthi HR, Moulya G, Nayana Sgar, and Dr.Thirukrishna JT. 'An extensive analysis of data mining and machine learning strategies for heart disease prediction', International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 3, 2023, p. 680-687. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/An_extensive_analysis_of_data_mining_and_machine_learning_strategies_for_heart_disease_prediction_ijariie20147.pdf (Accessed : 10 July 2024).
Harvard Priyanshu Singh, Prakruthi HR, Moulya G, Nayana Sgar, and Dr.Thirukrishna JT. (2023) 'An extensive analysis of data mining and machine learning strategies for heart disease prediction', International Journal Of Advance Research And Innovative Ideas In Education, 9(3), pp. 680-687IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/An_extensive_analysis_of_data_mining_and_machine_learning_strategies_for_heart_disease_prediction_ijariie20147.pdf (Accessed : 10 July 2024)
IEEE Priyanshu Singh, Prakruthi HR, Moulya G, Nayana Sgar, and Dr.Thirukrishna JT, "An extensive analysis of data mining and machine learning strategies for heart disease prediction," International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 3, pp. 680-687, May-Jun 2023. [Online]. Available: https://ijariie.com/AdminUploadPdf/An_extensive_analysis_of_data_mining_and_machine_learning_strategies_for_heart_disease_prediction_ijariie20147.pdf [Accessed : 10 July 2024].
Turabian Priyanshu Singh, Prakruthi HR, Moulya G, Nayana Sgar, and Dr.Thirukrishna JT. "An extensive analysis of data mining and machine learning strategies for heart disease prediction." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 9 number 3 (10 July 2024).
Vancouver Priyanshu Singh, Prakruthi HR, Moulya G, Nayana Sgar, and Dr.Thirukrishna JT. An extensive analysis of data mining and machine learning strategies for heart disease prediction. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2023 [Cited : 10 July 2024]; 9(3) : 680-687. Available from: https://ijariie.com/AdminUploadPdf/An_extensive_analysis_of_data_mining_and_machine_learning_strategies_for_heart_disease_prediction_ijariie20147.pdf
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