In a lecture this week my professor stated that
exponential families have convenient mathematical properties due to their natural parameterization such as the natural parameter space being convex.
Question: What does it mean that "the natural parameter space is convex"?
Some "thoughts": Does this suggest maximum likelihood estimators of the parameters always exist? What other mathematical properties of this result are useful?