Blood Glucose Prediction from Nutrition Analytics in Type 1 Diabetes: A Review

N Lubasinski, H Thabit, PW Nutter, S Harper - Nutrients, 2024 - pmc.ncbi.nlm.nih.gov
Introduction: Type 1 Diabetes (T1D) affects over 9 million worldwide and necessitates
meticulous self-management for blood glucose (BG) control. Utilizing BG prediction …

A genetic programming-based regression for extrapolating a blood glucose-dynamics model from interstitial glucose measurements and their first derivatives

I De Falco, A Della Cioppa, A Giugliano, A Marcelli… - Applied Soft …, 2019 - Elsevier
This paper illustrates the development and the applicability of an Evolutionary Computation
approach to enhance the treatment of Type-1 diabetic patients that necessitate insulin …

Prediction of personalized blood glucose levels in type 1 diabetic patients using a neuroevolution approach

I De Falco, AD Cioppa, A Marcelli, U Scafuri… - Proceedings of the …, 2021 - dl.acm.org
Diabetes mellitus is a lifelong disease in which either the pancreas fails to produce insulin or
the produced amount is insufficient to control blood sugar levels. A way to tackle this …

Grammatical evolution-based approach for extracting interpretable glucose-dynamics models

I De Falco, A Della Cioppa, T Koutny… - … IEEE Symposium on …, 2021 - ieeexplore.ieee.org
The quality of life of diabetic patients can be enhanced by devising a personalized control
algorithm, integrated within an artificial pancreas, capable of dosing the insulin. A key action …

A Grammatical Evolution approach for estimating blood glucose levels

I De Falco, U Scafuri, E Tarantino… - 2020 IEEE …, 2020 - ieeexplore.ieee.org
The management of diabetes is a very complex task, hence devising automatic procedures
able to predict the glycemic level can represent a significant step towards the building of an …

Novel methodological and computational techniques for uncertainty quantification in diabetes short-term management models using real data

C Burgos-Simón, JC Cortés, JI Hidalgo… - … Journal of Computer …, 2024 - Taylor & Francis
An open problem in diabetes clinical practice is determining where and how much insulin
should be administered to a person with diabetes (PwD) and how many carbohydrates they …

A computational technique to predict the level of glucose of a diabetic patient with uncertainty in the short term

C Burgos Simón, C Cervigón, JI Hidalgo… - Computational and …, 2020 - Wiley Online Library
On advanced stages of the disease, diabetic patients have to inject insulin doses to maintain
blood glucose levels inside of a healthy range. The decision of how much insulin is injected …