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Comparative Analysis of ID3 and Naïve Bayes for Heart Disease Prediction

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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Year of Publication: 2016
Authors:
Syed Ahmed Yasin, Nikhil Kumar B.S., Ravindra P. Bachate
10.5120/ijca2016909790

Nikhil Kumar B S Syed Ahmed Yasin and Ravindra P Bachate. Comparative Analysis of ID3 and Naïve Bayes for Heart Disease Prediction. International Journal of Computer Applications 142(5):17-19, May 2016. BibTeX

@article{10.5120/ijca2016909790,
	author = {Syed Ahmed Yasin, Nikhil Kumar B.S. and Ravindra P. Bachate},
	title = {Comparative Analysis of ID3 and Naïve Bayes for Heart Disease Prediction},
	journal = {International Journal of Computer Applications},
	issue_date = {May 2016},
	volume = {142},
	number = {5},
	month = {May},
	year = {2016},
	issn = {0975-8887},
	pages = {17-19},
	numpages = {3},
	url = {http://www.ijcaonline.org/archives/volume142/number5/24892-2016909790},
	doi = {10.5120/ijca2016909790},
	publisher = {Foundation of Computer Science (FCS), NY, USA},
	address = {New York, USA}
}

Abstract

Improper working of blood vessels within heart causes heart disease .Hospitals are using medical application software for their day to day operation for billing and generation of simple satictcs.Multispecilaity hospitals are using expert system but they have some limitations. Heart dieses predication is difficult task because we need lot of patient historical data, medical history and it also depend on knowledge and experience of doctors. In this paper decision support systems made by two data mining techniques decision tree and naive bayes. Performance analysis is performed on both the methods.

References

  1. K.Sudhakar, Dr. M. Manimekalai, “Study of Heart Disease Prediction Using Data Mining” International Journal of Advanced Research in Computer Science and Software Engineering, ISSN: 2277128, Volume 4, Issue 1, January 2014.
  2. Milan Kumar,Sunita Godara,”Comaparatuve Study of data mining classification methods in cardiovascular disese”,International journal of engineering science and technology, Volume 2,Issue 3 ,pp 470-478 June 2012.
  3. N.Aditya Sundar,”Performance Analysis of classification data mining techniques over heart disease data base” international journal of engineering science and technology,Volume2,Issue 3 pp 470-478,June 2012.
  4. Joyti Soni,”Predication Data mining for medical Diagnosis”, International Journal of Computer Application, pp 0975-887, Volume 17, No 8 March2011.
  5. M.A Jabbar,”Cluster Based Association Rule mining for heart attack predication”, IJATIT, ISSN 1992-8645, 2011.
  6. https://en.wikipedia.org/wiki/Naive_Bayes_classifier
  7. https://en.wikipedia.org/wiki/ID3_algorithm

Keywords

Heart Disease, Expert System, Decision Support System, Data Mining, Naive Bayes, and Decision Tree