Pair copula construction
Generally, any joint distribution can be decomposed into a product of conditional distributions with increasing conditioning set:
Through Sklar’s theorem, this can be written in terms of the underlying copula:
Hence, we get:
For a given two-dimensional distribution
How do we get the individual conditional distributions?