McCullagh's parametrization of the Cauchy distributions

It also extends the usual range of scale parameter to include σ < 0.

An alternative form for the density can be written using the complex parameter θ = μ + iσ as where

To the question "Why introduce complex numbers when only real-valued random variables are involved?

", McCullagh wrote: To this question I can give no better answer than to present the curious result that

with respect to real linear fractional transformations (group action of SL(2,R)), and show that all f-divergences between univariate Cauchy densities are symmetric.