  In this paper, we study the geometry induced by the Fisher-Rao metric on the
parameter space of Dirichlet distributions. We show that this space is
geodesically complete and has everywhere negative sectional curvature. An
important consequence of this negative curvature for applications is that the
Fr{\'e}chet mean of a set of Dirichlet distributions is uniquely defined in
this geometry.
