• DocumentCode
    1948401
  • Title

    Adaptive Prediction of Patient Response to Erythropoietin using Neural Network Ensemble

  • Author

    Gaweda, Adam E. ; Muezzinoglu, Mehmet K. ; Zurada, Jacek M. ; Brier, Michael E.

  • Author_Institution
    Univ. of Louisville, Louisville
  • fYear
    2007
  • fDate
    12-17 Aug. 2007
  • Firstpage
    2268
  • Lastpage
    2270
  • Abstract
    A neural network ensemble for adaptive prediction of patient response to anemia correction with erythropoietin is presented. The model combines individual neural networks whose outputs are aggregated using prediction error information. The purpose of this approach is to perform response modeling that can be used for individualized, patient-specific drug delivery.
  • Keywords
    drug delivery systems; medical diagnostic computing; neural nets; anemia correction; erythropoietin; neural network ensemble; patient response; patient-specific drug delivery; prediction error information; Adaptive systems; Artificial neural networks; Diseases; Drug delivery; Humans; Neural networks; Predictive models; Protocols; Red blood cells; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 2007. IJCNN 2007. International Joint Conference on
  • Conference_Location
    Orlando, FL
  • ISSN
    1098-7576
  • Print_ISBN
    978-1-4244-1379-9
  • Electronic_ISBN
    1098-7576
  • Type

    conf

  • DOI
    10.1109/IJCNN.2007.4371311
  • Filename
    4371311