• DocumentCode
    2960453
  • Title

    Interpretation of nevirapine concentration from immunochromatographic strip test using support vector regression

  • Author

    Sumonphan, Ekkalak ; Auephanwiriyakul, Sansanee ; Theera-Umpon, Nipon

  • Author_Institution
    Dept. of Comput. Eng., Chiang Mai Univ., Chiang Mai
  • fYear
    2008
  • fDate
    5-8 Aug. 2008
  • Firstpage
    633
  • Lastpage
    637
  • Abstract
    Follow-up of human immunodeficiency virus (HIV) patients treated with nevirapine (NVP) is a necessary process to evaluate the drug resistance and the HIV mutation. It is also usually tested by immunochromatographic (IC) strip test. However, it is difficult to estimate the amount of drug the patient gets by visually inspection of color. This study proposes the method of evaluating the drug concentration from IC strip test using support vector regression (SVR). The results from the proposed method are compared with the result obtained from multilayer perceptrons (MLP). It is found that SVR produce higher accuracy than MLP.
  • Keywords
    medical computing; multilayer perceptrons; patient treatment; regression analysis; support vector machines; HIV mutation; IC strip test; immunochromatographic strip test; multilayer perceptrons; nevirapine concentration; support vector regression; Biomedical engineering; Design engineering; Drugs; Human immunodeficiency virus; Immune system; Inspection; Integrated circuit testing; Medical treatment; Strips; Support vector machines;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Mechatronics and Automation, 2008. ICMA 2008. IEEE International Conference on
  • Conference_Location
    Takamatsu
  • Print_ISBN
    978-1-4244-2631-7
  • Electronic_ISBN
    978-1-4244-2632-4
  • Type

    conf

  • DOI
    10.1109/ICMA.2008.4798830
  • Filename
    4798830