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Auxiliary Medical Decision System for Prostate Cancer Based on Ensemble Method
المؤلفون المشاركون
Wu, Jia
Zhuang, Qinghe
Tan, Yanlin
المصدر
Computational and Mathematical Methods in Medicine
العدد
المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-11، 11ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2020-05-18
دولة النشر
مصر
عدد الصفحات
11
التخصصات الرئيسية
الملخص EN
Prostate cancer (PCa) is one of the main diseases that endanger men’s health worldwide.
In developing countries, due to the large number of patients and the lack of medical resources, there is a big conflict between doctors and patients.
To solve this problem, an auxiliary medical decision system for prostate cancer was constructed.
The system used six relevant tumor markers as the input features and employed classical machine learning models (support vector machine and artificial neural network).
Stacking method aimed at different ensemble models together was used for the reduction of overfitting.
1,933,535 patient information items had been collected from three first-class hospitals in the past five years to train the model.
The result showed that the auxiliary medical system could make use of massive data.
Its performance is continuously improved as the amount of data increases.
Based on the system and collected data, statistics on the incidence of prostate cancer in the past five years were carried out.
In the end, influence of diet habit and genetic inheritance for prostate cancer was analyzed.
Results revealed the increasing prevalence of PCa and great negative impact caused by high-fat diet and genetic inheritance.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Wu, Jia& Zhuang, Qinghe& Tan, Yanlin. 2020. Auxiliary Medical Decision System for Prostate Cancer Based on Ensemble Method. Computational and Mathematical Methods in Medicine،Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1139520
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Wu, Jia…[et al.]. Auxiliary Medical Decision System for Prostate Cancer Based on Ensemble Method. Computational and Mathematical Methods in Medicine No. 2020 (2020), pp.1-11.
https://search.emarefa.net/detail/BIM-1139520
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Wu, Jia& Zhuang, Qinghe& Tan, Yanlin. Auxiliary Medical Decision System for Prostate Cancer Based on Ensemble Method. Computational and Mathematical Methods in Medicine. 2020. Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1139520
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1139520
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
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