Screening for Prediabetes Using Machine Learning Models
Joint Authors
Kim, Deok Won
Yoo, Tae Keun
Chung, Jai Won
Choi, Soo Beom
Park, Jee Soo
Kang, Eun Seok
Kim, Won Jae
Lee, Yong-ho
Source
Computational and Mathematical Methods in Medicine
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-07-17
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
The global prevalence of diabetes is rapidly increasing.
Studies support the necessity of screening and interventions for prediabetes, which could result in serious complications and diabetes.
This study aimed at developing an intelligence-based screening model for prediabetes.
Data from the Korean National Health and Nutrition Examination Survey (KNHANES) were used, excluding subjects with diabetes.
The KNHANES 2010 data (n=4685) were used for training and internal validation, while data from KNHANES 2011 (n=4566) were used for external validation.
We developed two models to screen for prediabetes using an artificial neural network (ANN) and support vector machine (SVM) and performed a systematic evaluation of the models using internal and external validation.
We compared the performance of our models with that of a screening score model based on logistic regression analysis for prediabetes that had been developed previously.
The SVM model showed the areas under the curve of 0.731 in the external datasets, which is higher than those of the ANN model (0.729) and the screening score model (0.712), respectively.
The prescreening methods developed in this study performed better than the screening score model that had been developed previously and may be more effective method for prediabetes screening.
American Psychological Association (APA)
Choi, Soo Beom& Kim, Won Jae& Yoo, Tae Keun& Park, Jee Soo& Chung, Jai Won& Lee, Yong-ho…[et al.]. 2014. Screening for Prediabetes Using Machine Learning Models. Computational and Mathematical Methods in Medicine،Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-485633
Modern Language Association (MLA)
Choi, Soo Beom…[et al.]. Screening for Prediabetes Using Machine Learning Models. Computational and Mathematical Methods in Medicine No. 2014 (2014), pp.1-8.
https://search.emarefa.net/detail/BIM-485633
American Medical Association (AMA)
Choi, Soo Beom& Kim, Won Jae& Yoo, Tae Keun& Park, Jee Soo& Chung, Jai Won& Lee, Yong-ho…[et al.]. Screening for Prediabetes Using Machine Learning Models. Computational and Mathematical Methods in Medicine. 2014. Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-485633
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-485633