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Web Support System for Prediction of Heart Disease using k-Nearest Neighbor Algorithm

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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 175 - Number 14
Year of Publication: 2020
Authors:
Savitha Kamalapurkar, Samyama Gunjal G.H.
10.5120/ijca2020920638

Savitha Kamalapurkar and Samyama Gunjal G.H.. Web Support System for Prediction of Heart Disease using k-Nearest Neighbor Algorithm. International Journal of Computer Applications 175(14):1-6, August 2020. BibTeX

@article{10.5120/ijca2020920638,
	author = {Savitha Kamalapurkar and Samyama Gunjal G.H.},
	title = {Web Support System for Prediction of Heart Disease using k-Nearest Neighbor Algorithm},
	journal = {International Journal of Computer Applications},
	issue_date = {August 2020},
	volume = {175},
	number = {14},
	month = {Aug},
	year = {2020},
	issn = {0975-8887},
	pages = {1-6},
	numpages = {6},
	url = {http://www.ijcaonline.org/archives/volume175/number14/31518-2020920638},
	doi = {10.5120/ijca2020920638},
	publisher = {Foundation of Computer Science (FCS), NY, USA},
	address = {New York, USA}
}

Abstract

Cardiovascular diseases are a major threat to human life. The death rates are increasing day by day due to heart problems, such as cardiac arrest, clot or damage in blood vessels, arrhythmia, etc.. Most of the times heart related problems are emergency cases, hence there is a requirement of the on-line system in place to find the symptoms of heart problem and prevent it by detecting it in early stage. On-line system always helps the patients as well as doctor when there is an casualty. The proposed work supports health-care industry by providing a web based system for prediction of cardiac problems using Nearest Neighbors algorithm.

References

  1. Priyanga, Dr. Naveen , ” Web Analytics Support System for Prediction of Heart Disease Using Naive Bayes Weighted Approach (NBwa),“ IEEE 2017 Asia Modeling Symposium DOI 10.1109/AMS.2017.12
  2. M.Akhil jabbar, ” Classification of Heart Disease Using KNearest Neighbor and Genetic Algorithm,“ International Conference on Computational Intelligence: Modeling Techniques and Applications (CIMTA) 2013
  3. Rajathi, S Radhamani, G,” Prediction and analysis of Rheumatic heart disease using KNN classification with ACO,“ 2016 International Conference on Data Mining and Advanced Computing (SAPIENCE).doi:10.1109/sapience.2016.7684132
  4. Divya Krishnani, ” Prediction of Coronary Heart Disease using Supervised Machine Learning Algorithms,“ TENCON 2019 - 2019 IEEE Region 10 Conference (TENCON)
  5. Rathnayakc, B. S. S., and Ganegoda,G. U,” Heart Diseases Prediction with Data Mining and Neural Network Techniques,“ 2018 3rd International Conference for Convergence in Technology (I2CT).
  6. Buettner, R., Schunter, M,” Efficient machine learning based detection of heart disease,“ In IEEE Healthcom Proceedings: IEEE International Conference on E-health Networking
  7. Mohan S., Thirumalai C., & Srivastava G. (2019),” Effective Heart Disease Prediction using Hybrid Machine Learning Techniques,“ IEEE Access, 1?1. doi:10.1109.access.2019.2923707
  8. Krishnaiah V. , Narsimha G., & Chandra N. S. ”Heart Disease Prediction System Using Data Mining Technique by Fuzzy K-NN Approach,” Emerging ICT for Bridging the Future - Proceedings of the 49th Annual Convention of the Computer Society of India (CSI) Volume 1, 371?384. 2015
  9. Sajetha T, Samyama Gunjal G. H. An Approach to Face Recognition Using Feed Forward Neural Network, International Journal of Computer Applications Technology and Research (IJCATR), Volume - 6, Issue - 4, Pages : 172-212, Feb-2017.
  10. Madhuri VM, Samyama Gunjal GH, Savitha Kamalapurkar, “Air Pollution Prediction Using Machine Learning Supervised Learning Approach,” International Journal Of Scientific & Technology Research (IJSTR), Volume 9, Issue 04, April 2020, ISSN: 2277-8616118
  11. F BrainBoudi, “Risk Factors for Coronary Artery Disease,2016,”https://emedicine.medscape.com/article/164163 overview.
  12. Hajian-Tilaki, Karimollah,” Receiver Operating Characteristic (ROC) Curve Analysis for Medical Diagnostic Test Evaluation,“ in Caspian Journal of Internal Medicine Vol.4, pp. 627-635, 2013.
  13. Wu, Xindong & Kumar, Vipin & Quinlan, Ross & Ghosh, Joydeep & Yang, Qiang & Motoda. Top 10 algorithms in data mining. Knowledge and Information Systems. 14. 10.1007/s10115-007-0114-2.

Keywords

K-Nearest Neighbor, Machine Learning, Heart Disease, Prediction