A Clinical Decision Support System for Femoral Peripheral Arterial Disease Treatment
المؤلفون المشاركون
Emel, Erdal
Yurtkuran, Alkın
Tok, Mustafa
المصدر
Computational and Mathematical Methods in Medicine
العدد
المجلد 2013، العدد 2013 (31 ديسمبر/كانون الأول 2013)، ص ص. 1-9، 9ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2013-12-08
دولة النشر
مصر
عدد الصفحات
9
التخصصات الرئيسية
الملخص EN
One of the major challenges of providing reliable healthcare services is to diagnose and treat diseases in an accurate and timely manner.
Recently, many researchers have successfully used artificial neural networks as a diagnostic assessment tool.
In this study, the validation of such an assessment tool has been developed for treatment of the femoral peripheral arterial disease using a radial basis function neural network (RBFNN).
A data set for training the RBFNN has been prepared by analyzing records of patients who had been treated by the thoracic and cardiovascular surgery clinic of a university hospital.
The data set includes 186 patient records having 16 characteristic features associated with a binary treatment decision, namely, being a medical or a surgical one.
K-means clustering algorithm has been used to determine the parameters of radial basis functions and the number of hidden nodes of the RBFNN is determined experimentally.
For performance evaluation, the proposed RBFNN was compared to three different multilayer perceptron models having Pareto optimal hidden layer combinations using various performance indicators.
Results of comparison indicate that the RBFNN can be used as an effective assessment tool for femoral peripheral arterial disease treatment.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Yurtkuran, Alkın& Tok, Mustafa& Emel, Erdal. 2013. A Clinical Decision Support System for Femoral Peripheral Arterial Disease Treatment. Computational and Mathematical Methods in Medicine،Vol. 2013, no. 2013, pp.1-9.
https://search.emarefa.net/detail/BIM-506432
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Yurtkuran, Alkın…[et al.]. A Clinical Decision Support System for Femoral Peripheral Arterial Disease Treatment. Computational and Mathematical Methods in Medicine No. 2013 (2013), pp.1-9.
https://search.emarefa.net/detail/BIM-506432
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Yurtkuran, Alkın& Tok, Mustafa& Emel, Erdal. A Clinical Decision Support System for Femoral Peripheral Arterial Disease Treatment. Computational and Mathematical Methods in Medicine. 2013. Vol. 2013, no. 2013, pp.1-9.
https://search.emarefa.net/detail/BIM-506432
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-506432
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر