On Euclidean space, finite Fisher information relative to a diagonal Gaussian, defined through the tangent space, is equivalent to componentwise Gaussian integration by parts against bounded functions; the components are then unique and equal to those of the relative score, and the Fisher information is the sum of their squared norms.
In the settings of The Real Numbers: Standing Notation and Background and The Intrinsic Calculus on the Wasserstein Space: Standing Notation, let be a variance vector and the diagonal Gaussian measure with variances . Finite Fisher information relative to , the relative score and the relative Fisher information are those of that definition, and is the space of square-integrable vector fields. is the set of Bounded Continuously Differentiable Functions with Bounded Partial Derivatives on Euclidean Space §bounded with , with the partial derivatives of Differential Calculus and Convexity on Euclidean Open Sets: Standing Notation §derivatives. Let , and let be the real Hilbert space of The Lebesgue Space of Square-Integrable Functions is a Real Hilbert Space §hilbert, with inner product and norm . For and , denotes the class of the -th component of a representative of ; that component is square-integrable by Square-Integrable Random Vectors: Coordinates, Operations, Almost Sure Equality and the Mean-Square Form §coordinates, applied on the probability space , and its class does not depend on the representative, since two representatives agree outside a -null set and so do their -th components.
1. (Integrability) For every and , the functions and are Borel, bounded and -integrable with respect to , and the function is integrable with respect to ; the class of in is again written .
2. (Componentwise integration by parts) The measure has finite Fisher information relative to if and only if for every there is with
3. (Agreement) Let have finite Fisher information relative to and let . Then exactly one satisfies the identity of claim 2 for every , namely ; moreover
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