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.