Thyroid disease diagnosis using genetic algorithm and fuzzy neural network
Other Title(s)
تشخيص مرض الغدة الدرقية باستخدام الخوارزمية الجينية والشبكة العصبية المضببة
Author
Source
Journal of College of Education for Pure Sciences
Issue
Vol. 7, Issue 1 (31 Jan. 2017), pp.191-202, 12 p.
Publisher
University of Thi-Qar College of Education for Pure Sciences
Publication Date
2017-01-31
Country of Publication
Iraq
No. of Pages
12
Main Subjects
Natural & Life Sciences (Multidisciplinary)
Abstract EN
The use of expert systems Techniques were still have a great importance in the diagnosis of diseases, thyroid disease diagnosis is one of the important classification problems because thyroid hormones help regulation of the body’s metabolism.
In this paper, hybrid intelligent model for diagnosis is proposed which is able to assist the physicians to take effective decisions.
The behavior of two models has been described in classification of thyroid disease and diagnosis its state (normal, hyperthyroidism, and hypothyroidism).
Firstly, training of fuzzy neural network have been used trial and error approach, then combining it with Genetic algorithm to obtain the best parameters using the proposed representation for the chromosomes and fitness function.
Training the two models was on the same dataset that are available on UCI dataset.
The experimental results show high classification accuracy for both systems , but the best results have been gotten when combining with genetic algorithm obtaining smaller structure with less number of both hidden layer and neurons for each one , also much less error for training and testing .
That is mean the proposed model can be used to facilitate thyroid disease diagnosis in more accuracy.
American Psychological Association (APA)
Abd al-Husayn, Wijdan Rashid. 2017. Thyroid disease diagnosis using genetic algorithm and fuzzy neural network. Journal of College of Education for Pure Sciences،Vol. 7, no. 1, pp.191-202.
https://search.emarefa.net/detail/BIM-762062
Modern Language Association (MLA)
Abd al-Husayn, Wijdan Rashid. Thyroid disease diagnosis using genetic algorithm and fuzzy neural network. Journal of College of Education for Pure Sciences Vol. 7, no. 1 (Jan. 2017), pp.191-202.
https://search.emarefa.net/detail/BIM-762062
American Medical Association (AMA)
Abd al-Husayn, Wijdan Rashid. Thyroid disease diagnosis using genetic algorithm and fuzzy neural network. Journal of College of Education for Pure Sciences. 2017. Vol. 7, no. 1, pp.191-202.
https://search.emarefa.net/detail/BIM-762062
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 201-202
Record ID
BIM-762062