Machine Learning Algorithms Based on Time Series Pre-Clustering for Nocturnal Glucose Prediction in People with Type 1 Diabetes

Machine Learning Algorithms Based on Time Series Pre-Clustering for Nocturnal Glucose Prediction in People with Type 1 Diabetes

<b>Background</b>: Machine learning offers new options for glucose prediction and real-time glucose management. The aim of this study was to develop a machine learning-based algorithm that takes into account glucose dynamics patterns for predicting nocturnal glucose in individuals with t...

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Bibliographic Details
Main Authors: Danil E. Kladov, Vladimir B. Berikov, Julia F. Semenova, Vadim V. Klimontov
Format: Article
Language:English
Published: MDPI AG 2024-10-01
Series:Diagnostics
Subjects:
type 1 diabetes
continuous glucose monitoring
glucose prediction
nocturnal hypoglycemia
cluster analysis
machine learning
Online Access:https://www.mdpi.com/2075-4418/14/21/2427

Internet

https://www.mdpi.com/2075-4418/14/21/2427

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