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Title: :  A Critical Analysis of Various Machine Learning Algorithm to Extract Disease Patterns
PaperId: :  16215
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 8 Issue 2 2022
DUI:    16.0415/IJARIIE-16215
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Ashish TiwariVellore Institute of Technology
Pramod Kumar Maurya Vellore Institute of Technology

Abstract

Computer Science & Engineering
Machine Learning, Diabetes, Heart Disease, Liver, classification, prediction
In this fast-pacing world, people desire to live a luxurious life, and to attain the same, they work tirelessly. This not only changes their food habits but also brings along a drastic change in their lifestyle. They are tenser and tend to develop many modern-day chronic diseases at an early age. Despite all this, many people don’t bother to change their living or take proper medication, which in turn later leads to major threats. In this paper, we will deploy various machine learning algorithms like Regression, Decision tree classification, Random Forest, etc. to study the behavior of various chronic diseases and do a comparative analysis of the obtained results for accurate prediction. For this, we have used 3 disease datasets namely the PIMA Indian Diabetes dataset, Indian Liver Patient dataset, heart disease dataset for analysis. The final objective of the paper is to find which ML algorithm is apt for each of the datasets and what features were taken into consideration to achieve the best possible accuracy. This will not only help the patients to take the medications accordingly but will also help other people in day-to-day life to take proper care of themselves.

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IJARIIE Ashish Tiwari, and Pramod Kumar Maurya . "A Critical Analysis of Various Machine Learning Algorithm to Extract Disease Patterns" International Journal Of Advance Research And Innovative Ideas In Education Volume 8 Issue 2 2022 Page 613-625
MLA Ashish Tiwari, and Pramod Kumar Maurya . "A Critical Analysis of Various Machine Learning Algorithm to Extract Disease Patterns." International Journal Of Advance Research And Innovative Ideas In Education 8.2(2022) : 613-625.
APA Ashish Tiwari, & Pramod Kumar Maurya . (2022). A Critical Analysis of Various Machine Learning Algorithm to Extract Disease Patterns. International Journal Of Advance Research And Innovative Ideas In Education, 8(2), 613-625.
Chicago Ashish Tiwari, and Pramod Kumar Maurya . "A Critical Analysis of Various Machine Learning Algorithm to Extract Disease Patterns." International Journal Of Advance Research And Innovative Ideas In Education 8, no. 2 (2022) : 613-625.
Oxford Ashish Tiwari, and Pramod Kumar Maurya . 'A Critical Analysis of Various Machine Learning Algorithm to Extract Disease Patterns', International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 2, 2022, p. 613-625. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/A_Critical_Analysis_of_Various_Machine_Learning_Algorithm_to_Extract_Disease_Patterns_ijariie16215.pdf (Accessed : 17 July 2024).
Harvard Ashish Tiwari, and Pramod Kumar Maurya . (2022) 'A Critical Analysis of Various Machine Learning Algorithm to Extract Disease Patterns', International Journal Of Advance Research And Innovative Ideas In Education, 8(2), pp. 613-625IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/A_Critical_Analysis_of_Various_Machine_Learning_Algorithm_to_Extract_Disease_Patterns_ijariie16215.pdf (Accessed : 17 July 2024)
IEEE Ashish Tiwari, and Pramod Kumar Maurya , "A Critical Analysis of Various Machine Learning Algorithm to Extract Disease Patterns," International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 2, pp. 613-625, Mar-App 2022. [Online]. Available: https://ijariie.com/AdminUploadPdf/A_Critical_Analysis_of_Various_Machine_Learning_Algorithm_to_Extract_Disease_Patterns_ijariie16215.pdf [Accessed : 17 July 2024].
Turabian Ashish Tiwari, and Pramod Kumar Maurya . "A Critical Analysis of Various Machine Learning Algorithm to Extract Disease Patterns." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 8 number 2 (17 July 2024).
Vancouver Ashish Tiwari, and Pramod Kumar Maurya . A Critical Analysis of Various Machine Learning Algorithm to Extract Disease Patterns. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2022 [Cited : 17 July 2024]; 8(2) : 613-625. Available from: https://ijariie.com/AdminUploadPdf/A_Critical_Analysis_of_Various_Machine_Learning_Algorithm_to_Extract_Disease_Patterns_ijariie16215.pdf
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