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Enjoy the Joy of Copulas: With a Package copula

Jun Yan

Journal of Statistical Software, 2007, vol. 021, issue i04

Abstract: Copulas have become a popular tool in multivariate modeling successfully applied in many fields. A good open-source implementation of copulas is much needed for more practitioners to enjoy the joy of copulas. This article presents the design, features, and some implementation details of the R package copula. The package provides a carefully designed and easily extensible platform for multivariate modeling with copulas in R. S4 classes for most frequently used elliptical copulas and Archimedean copulas are implemented, with methods for density/distribution evaluation, random number generation, and graphical display. Fitting copula-based models with maximum likelihood method is provided as template examples. With the classes and methods in the package, the package can be easily extended by user-defined copulas and margins to solve problems.

Date: 2007-10-08
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Citations: View citations in EconPapers (78)

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Persistent link: https://EconPapers.repec.org/RePEc:jss:jstsof:v:021:i04

DOI: 10.18637/jss.v021.i04

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