Prior information in structure estimation

The problem of a joint quantification of prior knowledge and structure estimation is solved within the dynamic exponential family of models. The result is elaborated for normal controlled autoregressive models and illustrated on a simulated example. The problem arose as a substantial ingredient of the automatic commission of adaptive controllers, described in a companion paper. From this perspective, work also serves as an illustration of technology used within this broader context.