Forecasting of Glucose Levels and Hypoglycemic Events: Head-to-Head Comparison of Linear and Nonlinear Data-Driven Algorithms Based on Continuous Glucose Monitoring Data Only

Non-Invasive Blood Glucose Monitoring Technology: A Review

(2020) Liu Tang et al.   SENSORS

The Progress of Glucose Monitoring—A Review of Invasive to Minimally and Non-Invasive Techniques, Devices and Sensors

(2019) Wilbert Villena Gonzales et al.   SENSORS

A Real-Time Continuous Glucose Monitoring Based Algorithm to Trigger Hypotreatments to Prevent/Mitigate Hypoglycemic Events

(2019) Nunzio Camerlingo et al.   Diabetes Technology & Therapeutics

Utility of Big Data in Predicting Short-Term Blood Glucose Levels in Type 1 Diabetes Mellitus Through Machine Learning Techniques

(2019) Ignacio Rodríguez-Rodríguez et al.   SENSORS

Diabetes Technology Use in Adults with Type 1 and Type 2 Diabetes

(2019) Jelena Kravarusic et al.   ENDOCRINOLOGY AND METABOLISM CLINICS OF NORTH AMERICA

Evolution of Diabetes Technology

(2019) Klemen Dovc et al.   ENDOCRINOLOGY AND METABOLISM CLINICS OF NORTH AMERICA

Convolutional Recurrent Neural Networks for Glucose Prediction

(2019) Kezhi Li et al.   IEEE Journal of Biomedical and Health Informatics

In-vitro model for assessing glucose diffusion through skin

(2018) Sana Ullah et al.   BIOSENSORS & BIOELECTRONICS

Accuracy of a Factory-Calibrated, Real-Time Continuous Glucose Monitoring System During 10 Days of Use in Youth and Adults with Diabetes

(2018) R. Paul Wadwa et al.   Diabetes Technology & Therapeutics

Prediction of Adverse Glycemic Events from Continuous Glucose Monitoring Signal

(2018) Matteo Gadaleta et al.   IEEE Journal of Biomedical and Health Informatics

An ARIMA Model with Adaptive Orders for Predicting Blood Glucose Concentrations and Hypoglycemia

(2018) Jun Yang et al.   IEEE Journal of Biomedical and Health Informatics

A Dual Mode Adaptive Basal-Bolus Advisor Based on Reinforcement Learning

(2018) Qingnan Sun et al.   IEEE Journal of Biomedical and Health Informatics

Data Based Prediction of Blood Glucose Concentrations Using Evolutionary Methods

(2017) J. Ignacio Hidalgo et al.   JOURNAL OF MEDICAL SYSTEMS

Chaotic time series prediction for glucose dynamics in type 1 diabetes mellitus using regime-switching models

(2017) Mirela Frandes et al.   Scientific Reports

A review of personalized blood glucose prediction strategies for T1DM patients

(2016) Silvia Oviedo et al.   International Journal for Numerical Methods in Biomedical Engineering

A Review of Emerging Technologies for the Management of Diabetes Mellitus

(2015) Konstantia Zarkogianni et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Comparative assessment of glucose prediction models for patients with type 1 diabetes mellitus applying sensors for glucose and physical activity monitoring

(2015) K. Zarkogianni et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets

(2015) Takaya Saito et al.   PLoS One

Kernel methods in system identification, machine learning and function estimation: A survey

(2014) Gianluigi Pillonetto et al.   AUTOMATICA

Jump neural network for online short-time prediction of blood glucose from continuous monitoring sensors and meal information

(2013) C. Zecchin et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

A Glucose Model Based on Support Vector Regression for the Prediction of Hypoglycemic Events Under Free-Living Conditions

(2013) Eleni I. Georga et al.   Diabetes Technology & Therapeutics

Real-Time Improvement of Continuous Glucose Monitoring Accuracy: The smart sensor concept

(2012) A. Facchinetti et al.   DIABETES CARE

A New Index to Optimally Design and Compare Continuous Glucose Monitoring Glucose Prediction Algorithms

(2011) Andrea Facchinetti et al.   Diabetes Technology & Therapeutics

Real-Time Hypoglycemia Prediction Suite Using Continuous Glucose Monitoring: A safety net for the artificial pancreas

(2010) E. Dassau et al.   DIABETES CARE

Prevention of Nocturnal Hypoglycemia Using Predictive Alarm Algorithms and Insulin Pump Suspension

(2010) B. Buckingham et al.   DIABETES CARE

Artificial Neural Network Algorithm for Online Glucose Prediction from Continuous Glucose Monitoring

(2010) C. Pérez-Gandía et al.   Diabetes Technology & Therapeutics

Support vector regression based residual control charts

(2010) Walid Gani et al.   JOURNAL OF APPLIED STATISTICS

Universal Glucose Models for Predicting Subcutaneous Glucose Concentration in Humans

(2009) A. Gani et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE