JOURNAL ARTICLE

Heart Disease Prediction System using Multilayered Feed Forward Neural Network and Back Propagation Neural Network

Abstract

In today's modern world heart disease is the most lethal one.Diagnosing patients appropriately on a timely basis is the most challenging task.The disease diagnosis is often made based on experience and knowledge of medical practitioners.Due to this, there are chances of unwanted biases, errors and it also takes longer time in the accurate diagnosis of the disease.Medical diagnosis systems play a fundamental role in medical practice and are used by medical practitioners for diagnosis and treatment of various diseases.The proposed system will use the multilayered feed forward neural network and back propagation neural network algorithms for the prediction of heart disease in four stages.The dataset provided by the University of California, Irvine [UCI] machine learning repository is used for training and testing.The dataset consists of 14 attributes of 303 patients including its class label [1].The accuracy obtained using this approach is 92%.

Keywords:
Computer science Artificial neural network Backpropagation Artificial intelligence Feedforward neural network Machine learning

Metrics

11
Cited By
3.27
FWCI (Field Weighted Citation Impact)
5
Refs
0.91
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Artificial Intelligence in Healthcare
Health Sciences →  Health Professions →  Health Information Management
Traditional Chinese Medicine Studies
Health Sciences →  Medicine →  Complementary and alternative medicine

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