Cargando…

Effective heart disease prediction system using data mining techniques

The health care industries collect huge amounts of data that contain some hidden information, which is useful for making effective decisions. For providing appropriate results and making effective decisions on data, some advanced data mining techniques are used. In this study, an effective heart dis...

Descripción completa

Detalles Bibliográficos
Autores principales: Singh, Poornima, Singh, Sanjay, Pandi-Jain, Gayatri S
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Dove Medical Press 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5863635/
https://www.ncbi.nlm.nih.gov/pubmed/29593409
http://dx.doi.org/10.2147/IJN.S124998
_version_ 1783308420986699776
author Singh, Poornima
Singh, Sanjay
Pandi-Jain, Gayatri S
author_facet Singh, Poornima
Singh, Sanjay
Pandi-Jain, Gayatri S
author_sort Singh, Poornima
collection PubMed
description The health care industries collect huge amounts of data that contain some hidden information, which is useful for making effective decisions. For providing appropriate results and making effective decisions on data, some advanced data mining techniques are used. In this study, an effective heart disease prediction system (EHDPS) is developed using neural network for predicting the risk level of heart disease. The system uses 15 medical parameters such as age, sex, blood pressure, cholesterol, and obesity for prediction. The EHDPS predicts the likelihood of patients getting heart disease. It enables significant knowledge, eg, relationships between medical factors related to heart disease and patterns, to be established. We have employed the multilayer perceptron neural network with backpropagation as the training algorithm. The obtained results have illustrated that the designed diagnostic system can effectively predict the risk level of heart diseases.
format Online
Article
Text
id pubmed-5863635
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Dove Medical Press
record_format MEDLINE/PubMed
spelling pubmed-58636352018-03-28 Effective heart disease prediction system using data mining techniques Singh, Poornima Singh, Sanjay Pandi-Jain, Gayatri S Int J Nanomedicine Short Report The health care industries collect huge amounts of data that contain some hidden information, which is useful for making effective decisions. For providing appropriate results and making effective decisions on data, some advanced data mining techniques are used. In this study, an effective heart disease prediction system (EHDPS) is developed using neural network for predicting the risk level of heart disease. The system uses 15 medical parameters such as age, sex, blood pressure, cholesterol, and obesity for prediction. The EHDPS predicts the likelihood of patients getting heart disease. It enables significant knowledge, eg, relationships between medical factors related to heart disease and patterns, to be established. We have employed the multilayer perceptron neural network with backpropagation as the training algorithm. The obtained results have illustrated that the designed diagnostic system can effectively predict the risk level of heart diseases. Dove Medical Press 2018-03-15 /pmc/articles/PMC5863635/ /pubmed/29593409 http://dx.doi.org/10.2147/IJN.S124998 Text en © 2018 Singh et al. This work is published and licensed by Dove Medical Press Limited The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed.
spellingShingle Short Report
Singh, Poornima
Singh, Sanjay
Pandi-Jain, Gayatri S
Effective heart disease prediction system using data mining techniques
title Effective heart disease prediction system using data mining techniques
title_full Effective heart disease prediction system using data mining techniques
title_fullStr Effective heart disease prediction system using data mining techniques
title_full_unstemmed Effective heart disease prediction system using data mining techniques
title_short Effective heart disease prediction system using data mining techniques
title_sort effective heart disease prediction system using data mining techniques
topic Short Report
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5863635/
https://www.ncbi.nlm.nih.gov/pubmed/29593409
http://dx.doi.org/10.2147/IJN.S124998
work_keys_str_mv AT singhpoornima effectiveheartdiseasepredictionsystemusingdataminingtechniques
AT singhsanjay effectiveheartdiseasepredictionsystemusingdataminingtechniques
AT pandijaingayatris effectiveheartdiseasepredictionsystemusingdataminingtechniques