Eleni I Georga
Affiliation: University of Ioannina
- A predictive model of subcutaneous glucose concentration in type 1 diabetes based on Random ForestsEleni I Georga
Department of Materials Science and Engineering, University of Ioannina, Ioannina, GR 45110 Greece
Conf Proc IEEE Eng Med Biol Soc 2012:2889-92. 2012..Evaluating the performance of the proposed method by 10-fold cross validation, an average RMSE of 6.60, 8.15, 9.25 and 10.83 mg/dl for 15, 30, 60 and 120 min prediction horizons, respectively, was attained...
- Data mining for blood glucose prediction and knowledge discovery in diabetic patients: the METABO diabetes modeling and management systemEleni Georga
The Unit of Medical Technology and Intelligent Information Systems, Department of Materials Science and Engineering, University of Ioannina, Greece
Conf Proc IEEE Eng Med Biol Soc 2009:5633-6. 2009..Advanced tools in the CP allow the physician to prescribe personalized treatment plans and frequently quantify patient's adherence to treatment...
- Predictive modeling of glucose metabolism using free-living data of type 1 diabetic patientsEleni I Georga
Unit of Medical Technology and Intelligent, Information Systems, Dept of Materials Science and Engineering, University of Ioannina, Greece, GR 45110
Conf Proc IEEE Eng Med Biol Soc 2010:589-92. 2010..The model is trained and tested on real data recorded from two type 1 diabetic patients. The results obtained demonstrate the ability of the model to predict glucose response with a sufficient accuracy...
- A glucose model based on support vector regression for the prediction of hypoglycemic events under free-living conditionsEleni I Georga
Department of Materials Science and Engineering, University of Ioannina, Ioannina, Greece
Diabetes Technol Ther 15:634-43. 2013..The objective of this study is to evaluate the performance of a support vector for regression (SVR) s.c. glucose method on hypoglycemia prediction...