Heart disease prediction using machine learning algorithms

Lakshmi C N; Bindhushree M; Manish C; Jaya Poojary; Shylaja B

Heart disease prediction using machine learning algorithms

April 2022

Vol-8, Issue-2

Paper ID: 16432

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Computer Engineering

Keywords

Heart disease machine learning algorithms

Abstract

. This research paper presents various attributes related to heart disease, and the model on basis of supervised learning algorithms as Naïve Bayes, decision tree, K-nearest neighbor, Support vector machine and random forest algorithm. It uses the existing dataset from the Cleveland database of UCI repository of heart disease patients. The dataset comprises 303 instances and 76 attributes. Of these 76 attributes, only 14 attributes are considered for testing, important to substantiate the performance of diferent algorithms. This research paper aims to envision the probability of developing heart disease in the patients.

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Author Information

#	Name	Institute / Affiliation
1	Lakshmi C N	Dayananda Sagar Academy of Technology and Management
2	Bindhushree M	Dayananda Sagar Academy of Technology and Management
3	Manish C	Dayananda Sagar Academy of Technology and Management
4	Jaya Poojary	Dayananda Sagar Academy of Technology and Management
5	Shylaja B	Dayananda Sagar Academy of Technology and Management

How to Cite

Use the following formats to cite this article in your research.

APA Style

N, Lakshmi C, M, Bindhushree, C, Manish, Poojary, Jaya, & B, Shylaja (2022). Heart disease prediction using machine learning algorithms. International Journal of Advance Research and Innovative Ideas In Education, 8(2), 1683-1688.

MLA Style

N, Lakshmi C, et al. "Heart disease prediction using machine learning algorithms." International Journal of Advance Research and Innovative Ideas In Education, vol. 8, no. 2, 2022, pp. 1683-1688.

IEEE Style

Lakshmi C N, Bindhushree M, Manish C, Jaya Poojary, and Shylaja B, "Heart disease prediction using machine learning algorithms," International Journal of Advance Research and Innovative Ideas In Education, vol. 8, no. 2, pp. 1683-1688, 2022.

Vancouver Style

N Lakshmi C, M Bindhushree, C Manish, Poojary Jaya, B Shylaja. Heart disease prediction using machine learning algorithms. International Journal of Advance Research and Innovative Ideas In Education. 2022;8(2):1683-1688.

Harvard Style

N, Lakshmi C, M, Bindhushree, C, Manish, Poojary, Jaya, & B, Shylaja (2022) 'Heart disease prediction using machine learning algorithms', International Journal of Advance Research and Innovative Ideas In Education, 8(2), pp. 1683-1688.

Chicago Style

N, Lakshmi C, et al. "Heart disease prediction using machine learning algorithms." International Journal of Advance Research and Innovative Ideas In Education 8, no. 2 (2022): 1683-1688.

Turabian Style

N, Lakshmi C, et al. "Heart disease prediction using machine learning algorithms." International Journal of Advance Research and Innovative Ideas In Education 8, no. 2 (2022): 1683-1688.