A Review on Machine Learning-Based Algorithms for Heart Disease Diagnosis and Prediction

Authors

  • Aatiq Ali  CSE, Valia Koonambaikulathamma College of Engineering and Technology, APJ Abdul Kalam Technological University, Thiruvananthapuram, Kerala, India
  • Dr. L C Manikandan  CSE, Valia Koonambaikulathamma College of Engineering and Technology, APJ Abdul Kalam Technological University, Thiruvananthapuram, Kerala, India

DOI:

https://doi.org/10.32628/CSEIT228686

Keywords:

Learning, KNN, Decision Tree, Logistic Regression, SVM, Random Forest, Native Bayers

Abstract

This work concentrates on different machine learning techniques that can be applied for the early diagnosis of heart diseases. Different Machine Learning Algorithms like KNN (K-Nearest Neighbour), Decision tree, Logistic Regression, Support Vector Machine, Random Forest and Naïve Bayes are used for prediction and detecting heart disease. The main purpose of this survey is to pay our attention towards machine learning techniques for diagnosing heart diseases in an efficient and effective manner.

References

  1. A. A. Ahdal, D. Prashar, M. Rakhra and A. Wadhawan, "Machine Learning-Based Heart Patient Scanning, Visualization & Monitoring, "International Conference on Computing Sciences (ICCS), pp. 212-215, 2021. doi: 10.1109/ICCS54944.2021.00049.
  2. Senthilkumar Mohan, ChandrasegarThirumalai, Gautam Srivastava, “Effective Heart Disease Prediction Using Hybrid Machine Learning Techniques, Digital Object Identifier”, IEEE Access, Vol.7, 2019 Proc. Fourth Ann. Allerton Conf. Circuits and Systems Theory, pp. 8-16.
  3. Abhay Kishore1, Ajay Kumar2, Karan Singh3,Maninder Punia4, Yogita Hambir5, ”Heart Attack Prediction Using Deep Learning”, International Research Journal of Engineering and Technology(IRJET), Vol.05, Issue: 04, April 2018.
  4. Vembandasamy, K., Sasipriya, R. and Deepa, E, “Heart Diseases Detection Using Naive Bayes Algorithm”, International Journal of Innovative Science, Engineering & Technology, Vol.2, PP.441-444, 2015.
  5. SanthanaKrishnan.J, Dr.Geetha.S, “Prediction of Heart Disease Using Machine Learning Algorithms”, International Conference on Innovations in Information and Communication Technology(ICIICT), 2019. doi:10.1109/ICIICT1.2019.8741465.
  6. Victor Chang, Vallabhanent Rupa Bhavani, Ariel Qianwen Xu, MA Hossain, “An artificial intelligence model for heart disease detection using machine learning algorithms”, Healthcare Analytics, Vo.2, 2022.
  7. Mahesh, Batta, “Machine Learning Algorithms-A Review”, 2019.

IInternational Journal of Scientific Research in Computer Science, Engineering and Information Technology

Downloads

Published

2022-12-30

Issue

Volume 8, Issue 6, November-December-2022

Section

Research Articles

License

Copyright (c) IJSRCSEIT

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

How to Cite

[1]
Aatiq Ali, Dr. L C Manikandan, " A Review on Machine Learning-Based Algorithms for Heart Disease Diagnosis and Prediction " International Journal of Scientific Research in Computer Science, Engineering and Information Technology(IJSRCSEIT), ISSN : 2456-3307, Volume 8, Issue 6, pp.606-611, November-December-2022. Available at doi : https://doi.org/10.32628/CSEIT228686