Stationary Exponential Families

Abstract

A stationary exponential family is defined using transition densities which take the form of exponentiated symmetric $k$-linear forms on $\mathbf{R}^d$. Estimation is based on a mean value parametrization through a convex function on a finite-dimensional vector space. A consistency theorem and a central limit theorem are presented.