• DocumentCode
    1654297
  • Title

    Prediction of Cyclosporine a Blood Concentration by Genetic Algorithm and BP Neural Network

  • Author

    Jie, Xia ; Zhou Liu-zheng ; Feng Ning-han ; Sun Zeng-xian ; Zhang Jiong ; Shan, Li

  • Author_Institution
    Drug Dept., Nanjing Med. Univ., Nanjing
  • fYear
    2008
  • Firstpage
    729
  • Lastpage
    732
  • Abstract
    This paper utilizes the BP neural network to establish a prediction model of cyclosporine A blood concentration by analyzing the factors which influence the blood concentration. To avoid its defect of easily getting into the local extremum, we present a prediction model that is based on the genetic algorithm and BP network (GA-BP) by using the genetic algorithm with a good global searching ability to solve the problem. Meanwhile, based on the clinical data from a hospital, we conclude that this model is an effective and accurate method to predict the blood concentration of cyclosporine.
  • Keywords
    biological techniques; biology computing; blood; chemical variables measurement; drugs; genetic algorithms; neural nets; BP neural network; cyclosporine A blood concentration prediction; genetic algorithm; global searching ability; Blood; Computer networks; Drugs; Genetic algorithms; Hospitals; Liver; Mathematical model; Neural networks; Predictive models; Surgery;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioinformatics and Biomedical Engineering, 2008. ICBBE 2008. The 2nd International Conference on
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-1-4244-1747-6
  • Electronic_ISBN
    978-1-4244-1748-3
  • Type

    conf

  • DOI
    10.1109/ICBBE.2008.178
  • Filename
    4535058