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Application of Back Propagation Neural Network Model in Prediction and Diagnosis of Osteoporosis

机译:后传播神经网络模型在骨质疏松症预测和诊断中的应用

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摘要

The classification model of osteoporosis was established, the diagnostic index system of osteoporosis was analyzed, and the BP neural network system was designed. The data of 1261 people from 402 nuclear families were collected, including age, gender and medical history. The actual data were sampled and tested by using the computational function of ANN, so that the model error could be controlled within a set range. The results of neural network analysis suggested that among the 12 factors influencing bone mineral density, gender had the most obvious effect, followed by height, weight and age. The polymorphism of estrogen receptor PvuII had the greatest impact on bone mineral density (ER PvuII) of all candidate genes, and the factor that had the most serious effect was BGP gene. A large number of BP network training test results were within the expected error range, and the same conclusion was drawn using the same sample and traditional statistical methods.Therisk factors application has certain feasibility and accuracy.
机译:建立了骨质疏松症分类模型,分析了骨质疏松症的诊断指标体系,设计了BP神经网络系统。收集了402名核家庭1261人的数据,包括年龄,性别和病史。通过使用ANN的计算功能来采样和测试实际数据,从而可以在设定范围内控制模型错误。神经网络分析结果表明,影响骨密度的12个因素中,性别具有最明显的效果,其次是高度,体重和年龄。雌激素受体PVUII的多态性对所有候选基因的骨矿物密度(ER PVUII)产生了最大的影响,以及具有最严重效应的因素是BGP基因。大量BP网络培训测试结果在预期的误差范围内,使用相同的样本和传统统计方法绘制相同的结论.Thterisk因素应用程序具有一定的可行性和准确性。

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  • 作者单位

    Nanjing Univ Tradit Chinese Med Dept Orthoped Changshu Hosp Changshu 215500 Jiangsu Peoples R China;

    Nanjing Univ Tradit Chinese Med Dept Orthoped Changshu Hosp Changshu 215500 Jiangsu Peoples R China;

    Nanjing Univ Tradit Chinese Med Dept Orthoped Changshu Hosp Changshu 215500 Jiangsu Peoples R China;

    Nanjing Univ Tradit Chinese Med Dept Orthoped Changshu Hosp Changshu 215500 Jiangsu Peoples R China;

    Nanjing Univ Tradit Chinese Med Dept Orthoped Changshu Hosp Changshu 215500 Jiangsu Peoples R China;

    Nanjing Univ Tradit Chinese Med Dept Orthoped Changshu Hosp Changshu 215500 Jiangsu Peoples R China;

    Complejo Hosp Geriatr Dept Calle Irunlarrea Pamplona 31008 Spain;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 放射卫生 ;
  • 关键词

    BP Neural Network; Prediction; Diagnosis; Osteoporosis;

    机译:BP神经网络;预测;诊断;骨质疏松症;

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