This paper presents a methodological review of models for predicting blood glucose (BG) concentration, risks and BG events. The surveyed models are classified into three categories, and they are presented in summary tables containing the most relevant data regarding the experimental setup for fitting and testing each model as well as the input signals and the performance metrics. Each category exhibits trends that are presented and discussed. This document aims to be a compact guide to determine the modeling options that are currently being exploited for personalized BG predictionThis work has been funded by the Spanish Government through the predoctoral contract ES‐2014‐068289 within the project ‘New methods for efficiency and safety of ho...
Under glycemic variability, a characterization of the desired blood glucose (BG) behavior is needed ...
Insulin-Dependent Diabetes Mellitus (IDDM) is a chronic disease characterized by the inability of th...
The management of type 1 diabetes mellitus (T1DM) is a burdensome life-long task. In fact, T1DM indi...
The large patient variability in human physiology and the effects of variables such as exercise or m...
In this paper, the problem of predicting blood glucose concentrations (BG) for the treatment of pati...
Estimation of future glucose concentrations is a crucial task for diabetes management. Predicted glu...
This paper represents an attempt to use machine learning techniques to personalize glucose predictio...
The large patient variability in human physiology and the effects of variables such as exercise or m...
Estimation of future glucose concentrations is a crucial task for diabetes management. Predicted glu...
The focus of the European project DIAdvisor TM [3] is the development of a personalized tool providi...
Background: Diabetes mellitus (DM) is a metabolic disorder that causes abnormal blood glucose (BG) r...
Diabetes Mellitus is a chronic disease characterized by the inability of the organism to autonomousl...
Type 1 diabetes is caused by the destruction of insulin-producing mechanisms in the pancreas, result...
This study focuses on verifying Blood Glucose (BG) levels simulated using real patients input of mea...
Insulin therapy for Type 1 Diabetes (T1D) has several ramifications with different degrees of automa...
Under glycemic variability, a characterization of the desired blood glucose (BG) behavior is needed ...
Insulin-Dependent Diabetes Mellitus (IDDM) is a chronic disease characterized by the inability of th...
The management of type 1 diabetes mellitus (T1DM) is a burdensome life-long task. In fact, T1DM indi...
The large patient variability in human physiology and the effects of variables such as exercise or m...
In this paper, the problem of predicting blood glucose concentrations (BG) for the treatment of pati...
Estimation of future glucose concentrations is a crucial task for diabetes management. Predicted glu...
This paper represents an attempt to use machine learning techniques to personalize glucose predictio...
The large patient variability in human physiology and the effects of variables such as exercise or m...
Estimation of future glucose concentrations is a crucial task for diabetes management. Predicted glu...
The focus of the European project DIAdvisor TM [3] is the development of a personalized tool providi...
Background: Diabetes mellitus (DM) is a metabolic disorder that causes abnormal blood glucose (BG) r...
Diabetes Mellitus is a chronic disease characterized by the inability of the organism to autonomousl...
Type 1 diabetes is caused by the destruction of insulin-producing mechanisms in the pancreas, result...
This study focuses on verifying Blood Glucose (BG) levels simulated using real patients input of mea...
Insulin therapy for Type 1 Diabetes (T1D) has several ramifications with different degrees of automa...
Under glycemic variability, a characterization of the desired blood glucose (BG) behavior is needed ...
Insulin-Dependent Diabetes Mellitus (IDDM) is a chronic disease characterized by the inability of th...
The management of type 1 diabetes mellitus (T1DM) is a burdensome life-long task. In fact, T1DM indi...