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: Sumonphan E., Auephanwiriyakul S., Theera-Umpon N.
Format: Conference or Workshop Item
Language:English
Published: 2014
Online Access:http://www.scopus.com/inward/record.url?eid=2-s2.0-64949147824&partnerID=40&md5=0e832aac98060af89b8a6081738846db
http://cmuir.cmu.ac.th/handle/6653943832/1371
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Institution: Chiang Mai University
Language: English
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spelling th-cmuir.6653943832-13712014-08-29T09:29:13Z Interpretation of nevirapine concentration from immunochromatographic strip test using support vector regression Sumonphan E. Auephanwiriyakul S. Theera-Umpon N. 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. 2014-08-29T09:29:13Z 2014-08-29T09:29:13Z 2008 Conference Paper 9781424426324 10.1109/ICMA.2008.4798830 75857 http://www.scopus.com/inward/record.url?eid=2-s2.0-64949147824&partnerID=40&md5=0e832aac98060af89b8a6081738846db http://cmuir.cmu.ac.th/handle/6653943832/1371 English
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
language English
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 or Workshop Item
author Sumonphan E.
Auephanwiriyakul S.
Theera-Umpon N.
spellingShingle Sumonphan E.
Auephanwiriyakul S.
Theera-Umpon N.
Interpretation of nevirapine concentration from immunochromatographic strip test using support vector regression
author_facet Sumonphan E.
Auephanwiriyakul S.
Theera-Umpon N.
author_sort Sumonphan E.
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 2014
url http://www.scopus.com/inward/record.url?eid=2-s2.0-64949147824&partnerID=40&md5=0e832aac98060af89b8a6081738846db
http://cmuir.cmu.ac.th/handle/6653943832/1371
_version_ 1681419658117251072

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