Evaluation of short-term predictors of glucose concentration in type 1 diabetes combining feature ranking with regression models
Published 2015 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Evaluation of short-term predictors of glucose concentration in type 1 diabetes combining feature ranking with regression models
Authors
Keywords
Type 1 diabetes, Feature selection, Glucose level prediction, Machine learning
Journal
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING
Volume 53, Issue 12, Pages 1305-1318
Publisher
Springer Nature
Online
2015-03-14
DOI
10.1007/s11517-015-1263-1
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Multivariable Adaptive Identification and Control for Artificial Pancreas Systems
- (2014) Kamuran Turksoy et al. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
- 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
- Standards of Medical Care in Diabetes--2014
- (2013) DIABETES CARE
- Reduction of Number and Duration of Hypoglycemic Events by Glucose Prediction Methods: A Proof-of-Concept In Silico Study
- (2013) Chiara Zecchin et al. Diabetes Technology & Therapeutics
- 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
- Outpatient Safety Assessment of an In-Home Predictive Low-Glucose Suspend System with Type 1 Diabetes Subjects at Elevated Risk of Nocturnal Hypoglycemia
- (2013) Bruce A. Buckingham et al. Diabetes Technology & Therapeutics
- Nocturnal Glucose Control with an Artificial Pancreas at a Diabetes Camp
- (2013) Moshe Phillip et al. NEW ENGLAND JOURNAL OF MEDICINE
- Threshold-Based Insulin-Pump Interruption for Reduction of Hypoglycemia
- (2013) Richard M. Bergenstal et al. NEW ENGLAND JOURNAL OF MEDICINE
- Adaptive system identification for estimating future glucose concentrations and hypoglycemia alarms
- (2012) Meriyan Eren-Oruklu et al. AUTOMATICA
- A tutorial on the Lasso approach to sparse modeling
- (2012) Morten Arendt Rasmussen et al. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS
- Neural Network Incorporating Meal Information Improves Accuracy of Short-Time Prediction of Glucose Concentration
- (2012) C. Zecchin et al. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
- Insulin-Pump Therapy for Type 1 Diabetes Mellitus
- (2012) John C. Pickup NEW ENGLAND JOURNAL OF MEDICINE
- An Insulin Infusion Advisory System Based on Autotuning Nonlinear Model-Predictive Control
- (2011) K. Zarkogianni et al. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
- Circadian rhythms, sleep, and metabolism
- (2011) Wenyu Huang et al. JOURNAL OF CLINICAL INVESTIGATION
- Artificial Neural Network Algorithm for Online Glucose Prediction from Continuous Glucose Monitoring
- (2010) C. Pérez-Gandía et al. Diabetes Technology & Therapeutics
- Metabolism and Circadian Rhythms—Implications for Obesity
- (2010) Oren Froy ENDOCRINE REVIEWS
- SMARTDIAB: A Communication and Information Technology Approach for the Intelligent Monitoring, Management and Follow-up of Type 1 Diabetes Patients
- (2010) Stavroula G. Mougiakakou et al. IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE
- A robust sliding mode controller with internal model for closed-loop artificial pancreas
- (2010) Amjad Abu-Rmileh et al. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING
- Multi-objective blood glucose control for type 1 diabetes
- (2009) Pinky Dua et al. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING
- The Barrier of Hypoglycemia in Diabetes
- (2008) P. E. Cryer DIABETES
- Predicting Subcutaneous Glucose Concentration in Humans: Data-Driven Glucose Modeling
- (2008) A. Gani et al. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
Add your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload NowAsk a Question. Answer a Question.
Quickly pose questions to the entire community. Debate answers and get clarity on the most important issues facing researchers.
Get Started