基于数据驱动方法的血糖水平预测

Min Qian, Yan-Fu Li
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引用次数: 0

摘要

糖尿病是一种影响全球大量人口的慢性疾病。准确预测血糖对于糖尿病患者将血糖控制在正常范围内具有重要作用。在本文中,我们使用四种流行的数据驱动预测方法,仅以历史葡萄糖值作为输入进行多步预测。此外,为了深入了解预测中的预测延迟现象,还进行了实验。探讨了导致预测延迟的原因,旨在提高血糖预测的实用价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Glucose Level Prediction Based on Data Driven Method
Diabetes is a chronic disease affecting a large number of human population worldwide. Accurate prediction of blood glucose plays an important role for diabetic patients to control the blood glucose in the normal range. In this paper, we use four popular data driven prediction methods for multi-steps ahead prediction with only the historical glucose values as input. Moreover, experiments are carried out to gain insight of the forecast delay phenomenon in the prediction. The reasons leading to the prediction delay are investigated, with the aim to improve the practical value of blood glucose prediction.
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