The Cram\'er-Rao inequality on singular statistical models I

We introduce the notion of the essential tangent bundle of a parametrized measure model and the notion of reduced Fisher metric on a (possibly singular) 2-integrable measure model. Using these notions and a new characterization of $k$-integrable parametrized measure models, we extend the Cram'er-Rao inequality to $2$-integrable (possibly singular) statistical models for general $\phi$-estimations, where $\phi$ is a $V$-valued feature function and $V$ is a topological vector space. Thus we derive an intrinsic Cram'er-Rao inequality in the most general terms of parametric statistics.