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
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