Modeling dependence of health behaviors using copula-based bivariate ordered probit

© Springer International Publishing Switzerland 2016. This study simultaneously determines the factors affecting each pairing of health behaviors such as alcohol-consumption and physical activity, tobacco-consumption and physical activity, and alcohol-consumption and tobacco-consumption. The measure...

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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=84952700805&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/55553
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-555532018-09-05T02:57:49Z Modeling dependence of health behaviors using copula-based bivariate ordered probit Kanchit Suknark Jirakom Sirisrisakulchai Songsak Sriboonchitta Computer Science © Springer International Publishing Switzerland 2016. This study simultaneously determines the factors affecting each pairing of health behaviors such as alcohol-consumption and physical activity, tobacco-consumption and physical activity, and alcohol-consumption and tobacco-consumption. The measure of dependence between these pairs was quantified using the copula approach. The Copula-based Ordered Probit Model was used to control any common unobserved factors that might affect the random errors related to each pair of health behaviors. The results is more efficient parameter estimates, in terms of lower standard errors, in comparison with separate estimations. Moreover, understanding the dependencies between ordinal choices for each pair of health behaviors gives useful information for designing more efficient health care programs. 2018-09-05T02:57:49Z 2018-09-05T02:57:49Z 2016-01-01 Book Series 1860949X 2-s2.0-84952700805 10.1007/978-3-319-27284-9_18 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84952700805&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/55553
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
Modeling dependence of health behaviors using copula-based bivariate ordered probit
description © Springer International Publishing Switzerland 2016. This study simultaneously determines the factors affecting each pairing of health behaviors such as alcohol-consumption and physical activity, tobacco-consumption and physical activity, and alcohol-consumption and tobacco-consumption. The measure of dependence between these pairs was quantified using the copula approach. The Copula-based Ordered Probit Model was used to control any common unobserved factors that might affect the random errors related to each pair of health behaviors. The results is more efficient parameter estimates, in terms of lower standard errors, in comparison with separate estimations. Moreover, understanding the dependencies between ordinal choices for each pair of health behaviors gives useful information for designing more efficient health care programs.
format Book Series
author Kanchit Suknark
Jirakom Sirisrisakulchai
Songsak Sriboonchitta
author_facet Kanchit Suknark
Jirakom Sirisrisakulchai
Songsak Sriboonchitta
author_sort Kanchit Suknark
title Modeling dependence of health behaviors using copula-based bivariate ordered probit
title_short Modeling dependence of health behaviors using copula-based bivariate ordered probit
title_full Modeling dependence of health behaviors using copula-based bivariate ordered probit
title_fullStr Modeling dependence of health behaviors using copula-based bivariate ordered probit
title_full_unstemmed Modeling dependence of health behaviors using copula-based bivariate ordered probit
title_sort modeling dependence of health behaviors using copula-based bivariate ordered probit
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84952700805&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/55553
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