Can I read Machine Learning for Closed-Loop APS on EtoBox?

Machine Learning for Closed-Loop APS by 21349ec045 is a document available to read on EtoBox.

What is Machine Learning for Closed-Loop APS about?

This document presents a Machine Learning-based Artificial Pancreas System (APS) designed to automate blood glucose regulation for Type 1 Diabetes patients using the AZT1D dataset and a virtual patient simulation environment. The system employs a Random Forest Regression model to predict insulin dosage, achieving a Mean Absolute Error of 0.240 and an R2 score of 0.94, demonstrating effective glucose control. The research emphasizes the importance of rigorous validation and aims to minimize patient burden an

Author

21349ec045

Language

EN