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Published in:

Volume 8 Issue 2
February-2021
eISSN: 2349-5162

Unique Identifier

JETIR2102037

Page Number

346-350

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Title

A Machine Learning based framework for Heart Disease Prediction

ISSN

2349-5162

Cite This Article

"A Machine Learning based framework for Heart Disease Prediction", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.8, Issue 2, page no.346-350, February-2021, Available :http://www.jetir.org/papers/JETIR2102037.pdf

Abstract

In today’s era deaths due to heart disease has become a major issue approximately one person dies per minute due to heart disease. Accurate and on time diagnosis of heart disease is important for coronary failure prevention and treatment. In order to lower the number of deaths from heart diseases, there has to be a fast and efficient detection technique. This paper presents a model for detecting heart disease using machine learning algorithms. The methodology adopted is such a way that a Heart Dataset was trained using four different machine learning algorithms K-Nearest Neighbor, Support Vector Machine, Decision Tree and Random Forest. Hence, it is a binary classification problem, these models will predict the heart disease based on the attributes provided. The performance of these four models is measured in terms of accuracy. The K-Nearest Neighbor model is producing good results than the three models.

Key Words

Machine Learning, Cardiovascular disease, K-Nearest Neighbors, Support Vector machine, Decision Tree, Random Forest.

Cite This Article

"A Machine Learning based framework for Heart Disease Prediction", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.8, Issue 2, page no. pp346-350, February-2021, Available at : http://www.jetir.org/papers/JETIR2102037.pdf

Publication Details

Published Paper ID: JETIR2102037
Registration ID: 305536
Published In: Volume 8 | Issue 2 | Year February-2021
DOI (Digital Object Identifier):
Page No: 346-350
ISSN Number: 2349-5162

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Cite This Article

"A Machine Learning based framework for Heart Disease Prediction", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.8, Issue 2, page no. pp346-350, February-2021, Available at : http://www.jetir.org/papers/JETIR2102037.pdf




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