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
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;
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
DOI :
10.1109/ICMA.2008.4798830