基于迁移学习的2型糖尿病风险预测方案设计  

Transfer learning-based design of risk prediction plan for type 2 diabetes mellitus

作　　者：陈琳琳 马小军[1] 陈珊珊 CHEN Lin-lin;MA Xiao-jun;CHEN Shan-shan(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)

机构地区：[1]解放军总医院京西医疗区四海桥门诊部,北京100142 [2]中国工商银行大数据与人工智能实验室,上海201206

出　　处：《中华医学图书情报杂志》2021年第3期49-53,共5页Chinese Journal of Medical Library and Information Science

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。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.

关 键 词：迁移学习 机器学习 2型糖尿病 

分 类 号：R587.1[医药卫生—内分泌] TP181[医药卫生—内科学]