Development roadmap

We hope to implement a few more copula models into this package. The next ones to be implemented will probably be:

  • Extreme values copulas.
  • Nested Archimedeans (for any generators, with automatic nesting conditions checks).
  • Bernstein copula and more general Beta copula as smoothing of the Empirical copula.
  • CheckerboardCopula (and more generally PatchworkCopula)

More precisely, the following directions could be pursued:

Next:

  • More documentation and tests for the current implementation.
  • Docs: show how to use the WilliamsonCopula to implement generic Archimedeans.
  • Give the user the choice of fitting method via fit(dist,data; method="MLE") or fit(dist,data; method="itau") or fit(dist,data; method="irho").
  • Fitting a generic archimedean with an empirically produced generator
  • Automatic checks of generator d-monotony ? Dunno if it is even possible.

Maybe later:

  • NestedArchimedean, with automatic checking of nesting conditions for generators.
  • Vines?
  • Archimax ?
  • BernsteinCopula and BetaCopula could also be implemented.
  • PatchworkCopula and CheckerboardCopula: could be nice things to have :)
  • Goodness of fits tests ?