articleHealthcare AnalyticsJan 31, 2022GOLD OA

An artificial intelligence model for heart disease detection using machine learning algorithms

Aston University · Teesside University · +1 more institution

Indexed incrossrefdoaj

Abstract

The paper focuses on the construction of an artificial intelligence-based heart disease detection system using machine learning algorithms. We show how machine learning can help predict whether a person will develop heart disease. In this paper, a python-based application is developed for healthcare research as it is more reliable and helps track and establish different types of health monitoring applications. We present data processing that entails working with categorical variables and conversion of categorical columns. We describe the main phases of application developments: collecting databases, performing logistic regression, and evaluating the dataset’s attributes. A random forest classifier algorithm is…

Citation impact

302
total citations
FWCI
71.07
Percentile
100%
References
62
Citations per year

Authors

4

Topics & keywords

Keywords
  • Machine learning
  • Random forest
  • Computer science
  • Categorical variable
  • Artificial intelligence
  • Python (programming language)
  • Classifier (UML)
  • Medical diagnosis
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