Prediction of Heart Attack Using Fuzzy Logic Method and Determination of Factors Affecting Heart Attacks

Seher ARSLANKAYA; Miraç Tuba ÇELİK

doi:https://doi.org/10.22399/ijcesen.837731

Makale detayları

Prediction of Heart Attack Using Fuzzy Logic Method and Determination of Factors Affecting Heart Attacks

Yazarlar:

Seher ARSLANKAYA | Miraç Tuba ÇELİK

Yayıncı:

İskender AKKURT

Ana Başlıklar:

Uygulamalı fizik

Dergi:

International Journal of Computational and Experimental Science and Engineering 2021 Vol.7 Issue 1, pp.1-8

Belge Tipi:

Makale

Yayın Tarihi:

3/2021

Belge Dili:

İngilizce

Document ID (Org No.):

2000477019

Sıklık:

Üç Yıllık

eISSN:

2149-9144

DOI:

https://doi.org/10.22399/ijcesen.837731

Özet:

 

As a result of the researches, it has been revealed that heart attack is the number one cause of death in the world. This problem will continue to increase, especially today and in the future. In this study, a heart attack was predicted by considering the factors affecting heart attack. Due to the uncertain conditions in heart attack, the fuzzy logic method, which is frequently used in healthcare, was used and expert opinions were taken into account in the model created. 576 rules were defined using the Mamdani fuzzy inference method. The study was tested with 10 patient data and the results were compared with the actual values. In addition, multiple regression analysis was performed, variables that had a significant effect on heart attack were determined, and the relationship between dependent and independent variables was examined. It was shown in the study that dependent variables explained the independent variable by 41.9% thanks to the multiple regression analysis. The regression equation obtained in line with these results significantly predicted the heart attack and the effect levels of the independent variables were determined.

Makale detayları

Prediction of Heart Attack Using Fuzzy Logic Method and Determination of Factors Affecting Heart Attacks

Yazarlar: Seher ARSLANKAYA | Miraç Tuba ÇELİK

Yayıncı: İskender AKKURT

Ana Başlıklar: Uygulamalı fizik

Dergi: International Journal of Computational and Experimental Science and Engineering 2021 Vol.7 Issue 1, pp.1-8

Belge Tipi: Makale

Yayın Tarihi: 3/2021

Belge Dili: İngilizce

Document ID (Org No.): 2000477019

Sıklık: Üç Yıllık

eISSN: 2149-9144

DOI: https://doi.org/10.22399/ijcesen.837731

Sayı

Yazarlar:

Seher ARSLANKAYA | Miraç Tuba ÇELİK

Yayıncı:

İskender AKKURT

Ana Başlıklar:

Uygulamalı fizik

Dergi:

International Journal of Computational and Experimental Science and Engineering 2021 Vol.7 Issue 1, pp.1-8

Belge Tipi:

Makale

Yayın Tarihi:

3/2021

Belge Dili:

İngilizce

Document ID (Org No.):

2000477019

Sıklık:

Üç Yıllık

eISSN:

2149-9144

DOI:

https://doi.org/10.22399/ijcesen.837731