کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
506079 864558 2006 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Utilization of artificial neural networks in the diagnosis of optic nerve diseases
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نرم افزارهای علوم کامپیوتر
پیش نمایش صفحه اول مقاله
Utilization of artificial neural networks in the diagnosis of optic nerve diseases
چکیده انگلیسی

This research is concentrated on the diagnosis of optic nerve disease through the analysis of pattern electroretinography (PERG) signals with the help of artificial neural network (ANN). Multilayer feed forward ANN trained with a Levenberg Marquart (LM) backpropagation algorithm was implemented. The designed classification structure has about 96.4% sensitivity, 90.4% specifity and positive prediction is calculated to be 94.2%. The end results are classified as healthy and diseased. Testing results were found to be compliant with the expected results that are derived from the physician's direct diagnosis. The end benefit would be to assist the physician to make the final decision without hesitation.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computers in Biology and Medicine - Volume 36, Issue 4, April 2006, Pages 428–437
نویسندگان
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