Levenberg Marquardt Backpropagation Algorithm in Predicting Potential Mortality in Heart Failure

Verdi Yasin, Selli Oktaviani, Muryan Awaludin, Ifan Junaedi

2023

Abstract

Heart failure is one of the most common disorders that attack the heart and blood vessels throughout the world, resulting in a high average population death rate, and illness also has an impact financially, especially for the elderly. This study focuses on predicting the potential for death in heart failure using the Levenberg Marquart algorithm. The data for predicting the potential for death in heart failure was taken from Kaggle, which consisted of 299 records. Attributes used to predict potential death in heart failure consist of 11 attributes, namely age, gender, anaemia, creatinine phosphokinase, diabetes, ejection fraction, high blood pressure, platelets, serum creatinine, serum sodium, smoking, and death events. The results of this study are predictions of potential death in heart failure with MSE training and testing = 0.0150. With 11-7-1 architecture.

Paper Citation

in Harvard Style

Yasin V., Oktaviani S., Awaludin M. and Junaedi I. (2023). Levenberg Marquardt Backpropagation Algorithm in Predicting Potential Mortality in Heart Failure. In Proceedings of the 3rd International Conference on Advanced Information Scientific Development - Volume 1: ICAISD; ISBN 978-989-758-678-1, SciTePress, pages 72-75. DOI: 10.5220/0012444100003848

in Bibtex Style

@conference{icaisd23,
author={Verdi Yasin and Selli Oktaviani and Muryan Awaludin and Ifan Junaedi},
title={Levenberg Marquardt Backpropagation Algorithm in Predicting Potential Mortality in Heart Failure},
booktitle={Proceedings of the 3rd International Conference on Advanced Information Scientific Development - Volume 1: ICAISD},
year={2023},
pages={72-75},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012444100003848},
isbn={978-989-758-678-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 3rd International Conference on Advanced Information Scientific Development - Volume 1: ICAISD
TI - Levenberg Marquardt Backpropagation Algorithm in Predicting Potential Mortality in Heart Failure
SN - 978-989-758-678-1
AU - Yasin V.
AU - Oktaviani S.
AU - Awaludin M.
AU - Junaedi I.
PY - 2023
SP - 72
EP - 75
DO - 10.5220/0012444100003848
PB - SciTePress