Predicting the Onset of Diabetes with Machine Learning Methods

The number of people suffering from diabetes in Taiwan has continued to rise in recent years. According to the statistics of the International Diabetes Federation, about 537 million people worldwide (10.5% of the global population) suffer from diabetes, and it is estimated that 643 million people wi...

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Bibliographic Details
Published in:	Journal of personalized medicine Vol. 13; no. 3; p. 406
Main Authors:	Chou, Chun-Yang, Hsu, Ding-Yang, Chou, Chun-Hung
Format:	Journal Article
Language:	English
Published:	Switzerland MDPI AG 24.02.2023 MDPI
Subjects:	Analysis Asymptomatic Birth weight Blood pressure Body mass index Chronic illnesses Dextrose Diabetes mellitus Diabetics Fetuses Gestational diabetes Glucose Health aspects Heart rate Hormones Hyperglycemia Hypoglycemia Insulin Insulin resistance Learning algorithms Machine learning Medical research Medicine, Experimental Metabolism Methods Neural networks Pancreas Patients Physicians Plasma Polyuria Precision medicine Pregnancy Quality of life Regression analysis Review Stillbirth Weight control Women Taiwan confusion matrix artificial neural network deep learning receiver operator characteristic supervised learning recall area under the curve F1 score machine learning
ISSN:	2075-4426, 2075-4426
Online Access:	Get full text
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