Modelling the glucose-insulin system of type 2 diabetes patients using ARMAX models

Barbara Martinovic, J. Leth, T. Knudsen, T. B. Aradóttir, Henrik Bengtsson
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引用次数: 3

Abstract

This paper investigate the use of ARMAX models to describe the glucose-insulin system of type 2 diabetes patients. The parameters of the ARMAX models are estimated using clinical data of 416 type 2 diabetes patients. A variety of parameter combinations has been investigated and no significant change in fitness values and test statistics were found. Moreover, partially due to the delay parameter no conclusive models were found leading to the conclusion that other aspects (such as non-linearities) has to be taken into account when models of the glucose-insulin system are based on time series.
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利用ARMAX模型对2型糖尿病患者的葡萄糖-胰岛素系统进行建模
本文研究使用ARMAX模型来描述2型糖尿病患者的葡萄糖-胰岛素系统。利用416例2型糖尿病患者的临床数据估计了ARMAX模型的参数。研究了各种参数组合,没有发现适应度值和检验统计量的显著变化。此外,部分由于延迟参数的原因,没有找到结结性的模型,从而得出结论,当葡萄糖-胰岛素系统的模型基于时间序列时,必须考虑其他方面(如非线性)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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