Eleni I Georga

Summary

Affiliation: University of Ioannina
Country: Greece

Publications

  1. doi request reprint A predictive model of subcutaneous glucose concentration in type 1 diabetes based on Random Forests
    Eleni 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
  2. doi request reprint Data mining for blood glucose prediction and knowledge discovery in diabetic patients: the METABO diabetes modeling and management system
    Eleni 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
  3. doi request reprint Predictive modeling of glucose metabolism using free-living data of type 1 diabetic patients
    Eleni 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
  4. doi request reprint A glucose model based on support vector regression for the prediction of hypoglycemic events under free-living conditions
    Eleni I Georga
    Department of Materials Science and Engineering, University of Ioannina, Ioannina, Greece
    Diabetes Technol Ther 15:634-43. 2013

Collaborators

Detail Information

Publications4

  1. doi request reprint A predictive model of subcutaneous glucose concentration in type 1 diabetes based on Random Forests
    Eleni 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...
  2. doi request reprint Data mining for blood glucose prediction and knowledge discovery in diabetic patients: the METABO diabetes modeling and management system
    Eleni 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...
  3. doi request reprint Predictive modeling of glucose metabolism using free-living data of type 1 diabetic patients
    Eleni 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...
  4. doi request reprint A glucose model based on support vector regression for the prediction of hypoglycemic events under free-living conditions
    Eleni 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...