| 基于迁移学习的2型糖尿病风险预测方案设计 |
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| 引用本文： | 陈琳琳,马小军,陈珊珊. 基于迁移学习的2型糖尿病风险预测方案设计[J]. 中华医学图书情报杂志, 2021, 30(3): 49-53 |
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| 作者姓名： | 陈琳琳 马小军 陈珊珊 |
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| 作者单位： | 解放军总医院京西医疗区四海桥门诊部， 北京 100142;中国工商银行大数据与人工智能实验室，上海 201206 |
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| 摘 要： | 提出了一种基于迁移学习的2型糖尿病风险预测方案,使用2型糖尿病发病相关危险因素作为原始糖尿病预测建模特征,对原有的糖尿病风险预测模型进行了优化,帮助医疗欠发达地区通过该模型实现对2型糖尿病的有效监测和防护.
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| 关 键 词： | 迁移学习 机器学习 2型糖尿病 |
| 收稿时间： | 2020-12-31 |
Transfer learning-based design of risk prediction plan for type 2 diabetes mellitus |
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| CHEN Lin-lin,MA Xiao-jun,CHEN Shan-shan. Transfer learning-based design of risk prediction plan for type 2 diabetes mellitus[J]. Chinese Journal of Medical Library and Information Science, 2021, 30(3): 49-53 |
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| Authors: | CHEN Lin-lin MA Xiao-jun CHEN Shan-shan |
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| Affiliation: | Sihaiqiao Outpatient Department, Chinese PLA General Hospital Western Beijing Branch, Beijing 100142, China; Big Data and Artificial Intelligence Laboratory, Industrial and Commercial Bank of China, Shanghai 201206, China |
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| Abstract: | A transfer learning-based risk prediction plan for type 2 diabetes mellitus was proposed and the risk factors for type 2 diabetes mellitus were used as the characteristics of primary diabetes mellitus prediction modeling to optimize its original risk prediction model, which is beneficial to the effective monitoring and prevention of type 2 diabetes mellitus in underdeveloped areas. |
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| Keywords: | Transfer learning Machine learning Type 2 diabetes mellitus |
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