The `cort` Package is now on Cran !
The cort
package is now on cran !
The cort
package provides S4 classes and methods to fit several copula models:
-
The classic empirical checkerboard copula and the empirical checkerboard copula with known margins, see Cuberos, Masiello and Maume-Deschamps (2019) https://arxiv.org/abs/2005.02912 are proposed. These two models allow to fit copulas in high dimension with a small number of observations, and they are always proper copulas. Some flexibility is added via a possibility to differentiate the checkerboard parameter by dimension.
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The last model consist of the implementation of the Copula Recursive Tree algorithm, aka. CORT, including the localised dimension reduction, which fits a copula by recursive splitting of the copula domain.
-
We finaly provide an efficient way of mixing copulas, allowing to bag the algorithm into a forest, and a generic way of measuring d-dimensional boxes with a given copula.
Installation
cort
is Now on
CRAN! You can install the sable version with:
install.packages("cort")
The upstream developpement version can also be installed with :
devtools::install_github("lrnv/cort")
The vignettes are quite expressive. They give a clear overview of what can be done with this package, how it is coded and why it is useful. Please read them for more details.