Proof of The Gradient of a Test Function is Bounded and Square-Integrable, and Its Laplacian Bounded and Integrable, Against Every Probability Measure
lemmalem:test-function-gradient-integrable-2026aEach partial derivative of a compactly supported function is continuous and compactly supported by the Euclidean integration-by-parts lemma, hence bounded and Borel; applying this twice handles the Laplacian, whose continuity follows by induction over the finite sum. Bounded Borel functions are integrable against probability measures. Linearity is the sum and scalar-multiple rules for partial derivatives.
Each result cited is universally quantified over the data in its own statement. The topology of Test Functions on Euclidean Space, Their Gradient Maps and Laplacians §space is the topology of the open subsets of , which is also the topology of Euclidean Space and Lebesgue Measure: Standing Notation §space used in Integration by Parts on Euclidean Space Against a Compactly Supported Function of Class and the metric topology of (Euclidean Openness Agrees with Metric Openness on ); compact support is the same notion for all three. By The Euclidean Distance on the Real Line is the Absolute Value Metric the Euclidean distance on is , so continuity in the sense of Differential Calculus and Convexity on Euclidean Open Sets: Standing Notation §extrema is the continuity hypothesis of A Continuous Compactly Supported Function on is Bounded and Integrable. A smooth function is of class and of class (Test Functions on Euclidean Space, Their Gradient Maps and Laplacians §gradient), and the partial derivatives of a smooth function are smooth by claim 3 of Coordinate Functions, the Hierarchy, and Partial Derivatives of a Smooth Map. A continuous function is Borel by Probability Measures on Euclidean Space and Random Vectors: Standing Notation §borel-maps. Finite sums of real numbers are those of Finite Sum Notation in a Field, with Properties of Finite Sums and Comparison and Absolute Value Bounds for Finite Sums of Real Numbers in force.
Step 1: claim 1. Fix . The function is of class on and compactly supported, so by Integration by Parts on Euclidean Space Against a Compactly Supported Function of Class §vanishing (applied with ) the function is continuous on and compactly supported; by claim 1 of A Continuous Compactly Supported Function on is Bounded and Integrable it is bounded, and we choose a bound with for every . Being continuous, is Borel, so , whose components are the , is Borel by Probability Measures on Euclidean Space and Random Vectors: Standing Notation §borel-maps. Put , the nonnegative square root (Probability Measures on Euclidean Space and Random Vectors: Standing Notation §spaces) of a sum of nonnegative terms (claim 2 of Nonnegativity of Squares in an Ordered Field and claim 5 of Properties of Finite Sums). For every , claim 1 of Elementary Properties of the Euclidean Norm on gives ; each term satisfies by claim 1 of Nonnegativity of Squares in an Ordered Field and claim 2 of Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field, so by claim 1 of Comparison and Absolute Value Bounds for Finite Sums of Real Numbers, and hence by claim 2 of Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field, both numbers being nonnegative. The function is the composition of the Borel map with the Borel map of Probability Measures on Euclidean Space and Random Vectors: Standing Notation §pairs, hence Borel by Probability Measures on Euclidean Space and Random Vectors: Standing Notation §borel-maps; it is bounded by , so for every it is integrable with respect to by Probability Measures on Euclidean Space and Random Vectors: Standing Notation §measures, and claim 6(b) of Borel Measurability and Bounded Integration on a Metric Space gives , whence by claim 3 of Properties of the Absolute Value in an Ordered Field.
Step 2: claim 2. For , the function is smooth, hence of class , and compactly supported (Step 1), so by Integration by Parts on Euclidean Space Against a Compactly Supported Function of Class §vanishing (applied with ) the function is continuous and compactly supported, and by claim 1 of A Continuous Compactly Supported Function on is Bounded and Integrable it is bounded; choose a bound , and by claim 2 of Compact Support on Means Vanishing Outside a Bounded Set a real number with whenever . For let be , so that by The Laplacian of a Twice Continuously Differentiable Function §laplacian. We show by induction that is continuous for every : let be the set of such that either , or and is continuous on . Then , since (claim 4 of Properties of the Order on the Natural Numbers) and by claim 1 of Properties of Finite Sums; and if then : by trichotomy (claim 3 of Properties of the Order on the Natural Numbers), either or , in which case by claims 5 and 1 there, or , in which case for some (claim 7 there), (claim 4 there) and so (claim 6 there); in the last case fails by claim 3 there and by claim 1 there, so (Initial Segment of the Natural Numbers), is defined and, since , continuous, and by the recursion in claim 1 of Properties of Finite Sums is continuous by claim 5 of Continuity of Sums and Products of Real-Valued Functions on a Metric Space. By Principle of Induction for the Natural Numbers, , so is continuous, hence Borel. Let ; then and for every by claim 6 of Properties of Finite Sums, so for every term vanishes and by claim 3 of Properties of Finite Sums with the scalar and claim 1 of Zero Products and Elementary Identities in a Field; thus is compactly supported by claim 2 of Compact Support on Means Vanishing Outside a Bounded Set. It is bounded, by , by claims 2 and 1 of Comparison and Absolute Value Bounds for Finite Sums of Real Numbers. Finally, a bounded Borel function is integrable with respect to every by Probability Measures on Euclidean Space and Random Vectors: Standing Notation §measures.
Step 3: claim 3. The zero map on is smooth by claim 2 of Constants, Coordinate Functions, Sums and Products of Functions on a Euclidean Open Set and vanishes for , hence is compactly supported by claim 2 of Compact Support on Means Vanishing Outside a Bounded Set; so it is a test function. Let and . By claim 3 of Constants, Coordinate Functions, Sums and Products of Functions on a Euclidean Open Set, is smooth; by claim 2 of Compact Support on Means Vanishing Outside a Bounded Set there are with for and for , so for , and is compactly supported by the same claim. Hence is closed under pointwise sums and scalar multiples and contains the zero map, and is a linear subspace by The Real Vector Space of Real-Valued Functions on a Set §subspace. For and every , the sum and scalar-multiple rules of claim 1 of Constants, Coordinate Functions, Sums and Products of Functions on a Euclidean Open Set give ; since sums and scalar multiples of points of are formed coordinatewise (Sum of Points of , Scalar Multiple of a Point of ), a point is determined by its coordinates (claim 1 of Euclidean Points as Tuples of Real Numbers), and the coordinates of are the (Test Functions on Euclidean Space, Their Gradient Maps and Laplacians §gradient), this is . Applying claim 1 of Constants, Coordinate Functions, Sums and Products of Functions on a Euclidean Open Set once more to the identity of functions gives , and summing over with claims 2 and 3 of Properties of Finite Sums gives .
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Prerequisites
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