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Published in: Empirical Economics 1/2016

01-08-2016

Evidence on copula-based double-hurdle models with flexible margins

Author: Jörg Schwiebert

Published in: Empirical Economics | Issue 1/2016

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Abstract

I consider copula-based double-hurdle models with flexible marginal distributions. While the copula must be specified in advance, the marginal distributions are assumed to belong to a quite general class of distributions and need not be specified by the researcher in advance. A simulation study indicates that the copula-based double-hurdle models with flexible margins perform well even when the selected copula has been misspecified. An empirical application shows that copula-based double-hurdle models with flexible margins may outperform the conventionally used classical double-hurdle model based on a bivariate normality assumption.

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Footnotes
1
The term “margins” is used as a shortcut for “marginal distributions”.
 
Literature
go back to reference Anger S, Kvasnicka M, Siedler T (2011) One last puff? Public smoking bans and smoking behavior. J Health Econ 30:561–601CrossRef Anger S, Kvasnicka M, Siedler T (2011) One last puff? Public smoking bans and smoking behavior. J Health Econ 30:561–601CrossRef
go back to reference Aristei D, Pieroni L (2008) A double-hurdle approach to modelling tobacco consumption in Italy. Appl Econ 40:2463–2476CrossRef Aristei D, Pieroni L (2008) A double-hurdle approach to modelling tobacco consumption in Italy. Appl Econ 40:2463–2476CrossRef
go back to reference Aristei D, Perali F, Pieroni L (2008) Cohort, age and time effects in alcohol consumption by Italian households: a double-hurdle approach. Empir Econ 35:29–61CrossRef Aristei D, Perali F, Pieroni L (2008) Cohort, age and time effects in alcohol consumption by Italian households: a double-hurdle approach. Empir Econ 35:29–61CrossRef
go back to reference Chen X, Fan Y, Tsyrennikov V (2006) Efficient estimation of semiparametric multivariate copula models. J Am Stat Assoc 101:1228–1240CrossRef Chen X, Fan Y, Tsyrennikov V (2006) Efficient estimation of semiparametric multivariate copula models. J Am Stat Assoc 101:1228–1240CrossRef
go back to reference Cragg JG (1971) Some statistical models for limited dependent variables with application to the demand for durable goods. Econometrica 39:829–844CrossRef Cragg JG (1971) Some statistical models for limited dependent variables with application to the demand for durable goods. Econometrica 39:829–844CrossRef
go back to reference Das M, Newey WK, Vella F (2003) Nonparametric estimation of sample selection models. Rev Econ Stud 70:33–58CrossRef Das M, Newey WK, Vella F (2003) Nonparametric estimation of sample selection models. Rev Econ Stud 70:33–58CrossRef
go back to reference Deb P, Trivedi PK, Zimmer DM (2014) Cost-offset of prescription drug expenditures: data analysis via a copula-based bivariate dynamic hurdle model. Health Econ 23:1242–1259CrossRef Deb P, Trivedi PK, Zimmer DM (2014) Cost-offset of prescription drug expenditures: data analysis via a copula-based bivariate dynamic hurdle model. Health Econ 23:1242–1259CrossRef
go back to reference Gallant AR, Nychka DW (1987) Semi-nonparametric maximum likelihood estimation. Econometrica 55:363–390CrossRef Gallant AR, Nychka DW (1987) Semi-nonparametric maximum likelihood estimation. Econometrica 55:363–390CrossRef
go back to reference Genius M, Strazzera E (2008) Applying the copula approach to sample selection modelling. Appl Econ 40:1443–1455CrossRef Genius M, Strazzera E (2008) Applying the copula approach to sample selection modelling. Appl Econ 40:1443–1455CrossRef
go back to reference Heckman JJ (1979) Sample selection bias as a specification error. Econometrica 47:153–161CrossRef Heckman JJ (1979) Sample selection bias as a specification error. Econometrica 47:153–161CrossRef
go back to reference Joe H (1997) Multivariate models and dependence concepts. Chapman & Hall, LondonCrossRef Joe H (1997) Multivariate models and dependence concepts. Chapman & Hall, LondonCrossRef
go back to reference Jones AM (1989) A double-hurdle model of cigarette consumption. J Appl Econom 4:23–39CrossRef Jones AM (1989) A double-hurdle model of cigarette consumption. J Appl Econom 4:23–39CrossRef
go back to reference Jones AM, Yen ST (2000) A Box–Cox double-hurdle model. Manch Sch 68:203–221CrossRef Jones AM, Yen ST (2000) A Box–Cox double-hurdle model. Manch Sch 68:203–221CrossRef
go back to reference Lucchetti R, Pigini C (2014) A simple and effective misspecification test for the double-hurdle model. Econ Lett 123:75–78CrossRef Lucchetti R, Pigini C (2014) A simple and effective misspecification test for the double-hurdle model. Econ Lett 123:75–78CrossRef
go back to reference Melenberg B, van Soest A (1996) Parametric and semi-parametric modelling of vacation expenditures. J Appl Econom 11:59–76CrossRef Melenberg B, van Soest A (1996) Parametric and semi-parametric modelling of vacation expenditures. J Appl Econom 11:59–76CrossRef
go back to reference Nelsen RB (2006) An introduction to copulas. Springer, New York Nelsen RB (2006) An introduction to copulas. Springer, New York
go back to reference Nelson DB (1991) Conditional heteroskedasticity in asset returns: a new approach. Econometrica 59:347–370CrossRef Nelson DB (1991) Conditional heteroskedasticity in asset returns: a new approach. Econometrica 59:347–370CrossRef
go back to reference Pudney S (1989) Modelling individual choice: the econometrics of kinks and holes. Basil Blackwell, London Pudney S (1989) Modelling individual choice: the econometrics of kinks and holes. Basil Blackwell, London
go back to reference Ruud PA (1984) Tests of specification in econometrics. Econom Rev 3:211–242CrossRef Ruud PA (1984) Tests of specification in econometrics. Econom Rev 3:211–242CrossRef
go back to reference Yen ST (2005) Zero observations and gender differences in cigarette consumption. Appl Econ 37:1839–1849CrossRef Yen ST (2005) Zero observations and gender differences in cigarette consumption. Appl Econ 37:1839–1849CrossRef
Metadata
Title
Evidence on copula-based double-hurdle models with flexible margins
Author
Jörg Schwiebert
Publication date
01-08-2016
Publisher
Springer Berlin Heidelberg
Published in
Empirical Economics / Issue 1/2016
Print ISSN: 0377-7332
Electronic ISSN: 1435-8921
DOI
https://doi.org/10.1007/s00181-015-0994-z

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