|
|
دومین کنگره انفورماتیک پزشکی و هفتمین همایش سلامت الکترونیک
|
|
|
| عنوان فارسی |
مقایسه مدلهای درخت تصمیم جهت تشخیص هوشمند بیماری کبد |
|
| چکیده فارسی مقاله |
|
|
| کلیدواژه‌های فارسی مقاله |
|
|
| عنوان انگلیسی |
Comparison of the Decision Tree Models to Intelligent Diagnosis of Liver Disease |
|
| چکیده انگلیسی مقاله |
Background: liver is one of the vital organs of human body and its health is of utmost importance for our survival. Automatic classification instruments, as a diagnostic tool, help to reduce the working load of doctors. But the concern is that, liver diseases are not easily diagnosed and there are many causes and factors related to them. The purpose of this research is to compare the decision tree models to intelligent diagnosis of liver disease. Intelligent diagnosis models used in this research are QUEST, C5.0, CRT and CHAID. Materials and Methods: Data were collected from the records of 583 patients in the North East of Andhra Pradesh, India. Four tree models were compared by the specificity, sensitivity, accuracy, and area under ROC curve. Results: The accuracy of the classification tree models; QUEST, C5.0, CRT, and CHAID were 73%, 71%, 75%, and 86% respectively. Conclusion: CHAID model was considered as the best model with the highest precision. Therefore; CHAID model can be proposed in the diagnosis of the liver disease. This paper is invaluable in terms of research activities in the field of health and it is especially important in the allocation of health resources for risky people. |
|
| کلیدواژه‌های انگلیسی مقاله |
Liver disease، classification، prediction |
|
| نویسندگان مقاله |
mahdieh montazeri - medical informatics research center, institute for futures studies in health, kerman university of medical sciences, kerman, iran
mitra montazeri -
mohadeseh montazeri -
mohammad javad zahedi -
|
|
| نشانی اینترنتی |
http://mieh-2018.modares.ac.ir/browse.php?a_code=A-10-226-1&slc_lang=fa&sid=1 |
| فایل مقاله |
فایلی برای مقاله ذخیره نشده است |
| کد مقاله (doi) |
|
| زبان مقاله منتشر شده |
en |
| موضوعات مقاله منتشر شده |
|
| نوع مقاله منتشر شده |
|
|
|
|
برگشت به:
صفحه اول پایگاه |
دوره مرتبط |
کنفرانس مرتبط |
فهرست کنفرانس ها
|
