The Research of Improved Grey GM (1, 1) Model to Predict the Postprandial Glucose in Type 2 Diabetes
Joint Authors
Wang, Yannian
Wei, Fenfen
Sun, Changqing
Li, Quanzhong
Source
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-6, 6 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-05-23
Country of Publication
Egypt
No. of Pages
6
Main Subjects
Abstract EN
Diabetes may result in some complications and increase the risk of many serious health problems.
The purpose of clinical treatment is to carefully manage the blood glucose concentration.
If the blood glucose concentration is predicted, treatments can be taken in advance to reduce the harm to patients.
For this purpose, an improved grey GM (1, 1) model is applied to predict blood glucose with a small amount of data, and especially in terms of improved smoothness it can get higher prediction accuracy.
The original data of blood glucose of type 2 diabetes is acquired by CGMS.
Then the prediction model is established.
Finally, 50 cases of blood glucose from the Henan Province People’s Hospital are predicted in 5, 10, 15, 20, 25, and 30 minutes, respectively, in advance to verify the prediction model.
The prediction result of blood glucose is evaluated by the EGA, MSE, and MAE.
Particularly, the prediction results of postprandial blood glucose are presented and analyzed.
The result shows that the improved grey GM (1, 1) model has excellent performance in postprandial blood glucose prediction.
American Psychological Association (APA)
Wang, Yannian& Wei, Fenfen& Sun, Changqing& Li, Quanzhong. 2016. The Research of Improved Grey GM (1, 1) Model to Predict the Postprandial Glucose in Type 2 Diabetes. BioMed Research International،Vol. 2016, no. 2016, pp.1-6.
https://search.emarefa.net/detail/BIM-1098609
Modern Language Association (MLA)
Wang, Yannian…[et al.]. The Research of Improved Grey GM (1, 1) Model to Predict the Postprandial Glucose in Type 2 Diabetes. BioMed Research International No. 2016 (2016), pp.1-6.
https://search.emarefa.net/detail/BIM-1098609
American Medical Association (AMA)
Wang, Yannian& Wei, Fenfen& Sun, Changqing& Li, Quanzhong. The Research of Improved Grey GM (1, 1) Model to Predict the Postprandial Glucose in Type 2 Diabetes. BioMed Research International. 2016. Vol. 2016, no. 2016, pp.1-6.
https://search.emarefa.net/detail/BIM-1098609
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1098609