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Publication | Open Access

Enjoy the Joy of Copulas: With a Package<b>copula</b>

484

Citations

31

References

2007

Year

TLDR

Copulas are widely used in multivariate modeling across many fields. The paper aims to provide an open‑source R package, copula, to make copula modeling more accessible. The R package copula offers a modular, S4‑based platform with implemented elliptical and Archimedean copulas, density and distribution methods, random sampling, graphical tools, maximum‑likelihood fitting, and extensibility for user‑defined copulas and margins.

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.

References

YearCitations

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