A measure has finite intrinsic Fisher information relative to the Gibbs measure if it has a density whose square root lies in the Gibbs Sobolev space; the information is four times the Dirichlet energy of that square root.
In the settings of The Real Numbers: Standing Notation and Background and Gaussian Analysis Relative to a Diagonal Gaussian Reference Measure with Noise Weights: Standing Notation, let satisfy and , let be a Gibbs-Sobolev potential at temperature with exponent , with Gibbs measure , Gibbs Sobolev space and Gibbs Dirichlet form , and with as in The Gibbs Sobolev Space of the Noise Gradient. For a real number , is its nonnegative square root.
(Intrinsic Fisher information) A measure has finite intrinsic Fisher information relative to with weights if there is a Borel function with for every (a density of relative to ) such that the class of lies in . Here is Borel, since for real the set of the with is if and is the set of the with if , by Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field; and pointwise by Existence and Uniqueness of the Nonnegative Square Root, so (the defining identity with ) and its class lies in . The intrinsic Fisher information of relative to with weights is then the nonnegative real number
It does not depend on the choice of : two densities of relative to agree -almost everywhere by The Radon-Nikodym Theorem for a Finite Measure and a Sigma-Finite Measure, and Uniqueness of Densities §uniqueness, so their square roots have the same class.
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