Reinvestigating the effect of alcohol consumption on hypertension disease

© Springer International Publishing Switzerland 2016. The researchers reinvestigate the effect of alcohol consumption on hypertension from observational data, taken from the Thai National Health Examination Survey. In the observed samples, the treatment assignment is not ignorable, thus using treatm...

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Main Authors: Kanchit Suknark, Jirakom Sirisrisakulchai, Songsak Sriboonchitta
Format: Book Series
Published: 2018
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Online Access:https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84952682973&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/55549
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-555492018-09-05T02:57:47Z Reinvestigating the effect of alcohol consumption on hypertension disease Kanchit Suknark Jirakom Sirisrisakulchai Songsak Sriboonchitta Computer Science © Springer International Publishing Switzerland 2016. The researchers reinvestigate the effect of alcohol consumption on hypertension from observational data, taken from the Thai National Health Examination Survey. In the observed samples, the treatment assignment is not ignorable, thus using treatment as a dummy variable in the statistical model will lead to the bias estimation of treatment effects. Factors affecting self-selection (drink/not drink) may cause the dummy variable of treatment to be correlated with random errors in the outcome model, which leads to the biased parameters estimation. We propose to use copula-based endogenous switching regression for ordinal outcomes as the more appropriate model for treatment effect estimation. The new results should give us more a accurate and reliable treatment effect for causal inference. 2018-09-05T02:57:47Z 2018-09-05T02:57:47Z 2016-01-01 Book Series 1860949X 2-s2.0-84952682973 10.1007/978-3-319-27284-9_19 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84952682973&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/55549
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Computer Science
spellingShingle Computer Science
Kanchit Suknark
Jirakom Sirisrisakulchai
Songsak Sriboonchitta
Reinvestigating the effect of alcohol consumption on hypertension disease
description © Springer International Publishing Switzerland 2016. The researchers reinvestigate the effect of alcohol consumption on hypertension from observational data, taken from the Thai National Health Examination Survey. In the observed samples, the treatment assignment is not ignorable, thus using treatment as a dummy variable in the statistical model will lead to the bias estimation of treatment effects. Factors affecting self-selection (drink/not drink) may cause the dummy variable of treatment to be correlated with random errors in the outcome model, which leads to the biased parameters estimation. We propose to use copula-based endogenous switching regression for ordinal outcomes as the more appropriate model for treatment effect estimation. The new results should give us more a accurate and reliable treatment effect for causal inference.
format Book Series
author Kanchit Suknark
Jirakom Sirisrisakulchai
Songsak Sriboonchitta
author_facet Kanchit Suknark
Jirakom Sirisrisakulchai
Songsak Sriboonchitta
author_sort Kanchit Suknark
title Reinvestigating the effect of alcohol consumption on hypertension disease
title_short Reinvestigating the effect of alcohol consumption on hypertension disease
title_full Reinvestigating the effect of alcohol consumption on hypertension disease
title_fullStr Reinvestigating the effect of alcohol consumption on hypertension disease
title_full_unstemmed Reinvestigating the effect of alcohol consumption on hypertension disease
title_sort reinvestigating the effect of alcohol consumption on hypertension disease
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84952682973&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/55549
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