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

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

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. t is also usually tested by immunochromatographic (IC) strip test. However, it is difficult to estimate the amount of drug the patient g...

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Main Authors: Ekkalak Sumonphan, Sansanee Auephanwiriyakul, Nipon Theera-Umpon
Format: Conference Proceeding
Published: 2018
Subjects:
Engineering
Online Access:https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=64949147824&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/60369
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-603692018-09-10T03:41:36Z Interpretation of nevirapine concentration from immunochromatographic strip test using support vector regression Ekkalak Sumonphan Sansanee Auephanwiriyakul Nipon Theera-Umpon Engineering 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. t 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. © 2008 IEEE. 2018-09-10T03:41:36Z 2018-09-10T03:41:36Z 2008-12-01 Conference Proceeding 2-s2.0-64949147824 10.1109/ICMA.2008.4798830 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=64949147824&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/60369
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Engineering
spellingShingle Engineering
Ekkalak Sumonphan
Sansanee Auephanwiriyakul
Nipon Theera-Umpon
Interpretation of nevirapine concentration from immunochromatographic strip test using support vector regression
description 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. t 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. © 2008 IEEE.
format Conference Proceeding
author Ekkalak Sumonphan
Sansanee Auephanwiriyakul
Nipon Theera-Umpon
author_facet Ekkalak Sumonphan
Sansanee Auephanwiriyakul
Nipon Theera-Umpon
author_sort Ekkalak Sumonphan
title Interpretation of nevirapine concentration from immunochromatographic strip test using support vector regression
title_short Interpretation of nevirapine concentration from immunochromatographic strip test using support vector regression
title_full Interpretation of nevirapine concentration from immunochromatographic strip test using support vector regression
title_fullStr Interpretation of nevirapine concentration from immunochromatographic strip test using support vector regression
title_full_unstemmed Interpretation of nevirapine concentration from immunochromatographic strip test using support vector regression
title_sort interpretation of nevirapine concentration from immunochromatographic strip test using support vector regression
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=64949147824&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/60369
_version_ 1681425423072755712

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