A Design of Hybrid Expert System for Diagnosis of Breast Cancer and Liver Disorder

Aysegul ALAYBEYOGLU; Naciye MULAYIM

Makale detayları

A Design of Hybrid Expert System for Diagnosis of Breast Cancer and Liver Disorder

Yazarlar:

Aysegul ALAYBEYOGLU | Naciye MULAYIM

Ana Başlıklar:

Uygulamalı fizik

Dergi:

The Eurasia Proceedings of Science Technology Engineering and Mathematics 2018 Issue 2, pp.345-353

Belge Tipi:

Makale

Yayın Tarihi:

8/2018

Belge Dili:

İngilizce

Document ID (Org No.):

2000661256

Özet:

 


It
is certain that accurately and timely diagnosis of the diseases reduces the
risk of morbidity and mortality of the disease. At that point, an expert system
based on artificial intelligence techniques helps physicians or other
healthcare professionals for diagnosis of it. In this study an expert system
based on Firefly Algorithm is developed to diagnose both breast cancer and
liver disorder. An experiential labour of the proposed system was managed using
Indian Liver Patient Dataset and Breast
Cancer Wisconsin (Original) Data Set received from UCI Machine Learning
Repository sites. Standard statistical Metrics which are Negative Predictive
Value, Positive Predictive Value, Specificity, Sensitivity, Precision,
F_Measure and Accuracy are used to evaluate the performance of the proposed
systems and simulation results show that the proposed system is 92% efficient
in providing accurate diagnosis of Liver Disorder and 94.81% efficient in
providing accurate diagnosis of Breast Cancer. C# programming language is used
for the implementations of the system.

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Makale detayları

A Design of Hybrid Expert System for Diagnosis of Breast Cancer and Liver Disorder

Yazarlar: Aysegul ALAYBEYOGLU | Naciye MULAYIM

Ana Başlıklar: Uygulamalı fizik

Dergi: The Eurasia Proceedings of Science Technology Engineering and Mathematics 2018 Issue 2, pp.345-353

Belge Tipi: Makale

Yayın Tarihi: 8/2018

Belge Dili: İngilizce

Document ID (Org No.): 2000661256

Sayı

Yazarlar:

Aysegul ALAYBEYOGLU | Naciye MULAYIM

Ana Başlıklar:

Uygulamalı fizik

Dergi:

The Eurasia Proceedings of Science Technology Engineering and Mathematics 2018 Issue 2, pp.345-353

Belge Tipi:

Makale

Yayın Tarihi:

8/2018

Belge Dili:

İngilizce

Document ID (Org No.):

2000661256