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The weighted Fourier model is an injective Hilbert representation
Statement
Assume the Axiom of Choice as a conservative cover of the published completeness dependency, which declares it in its transitive dependencies although its statement requires only Countable Choice. For every , each lies in , its inverse Fourier representative is bounded and continuous, the map is injective, and the whole-space Fourier Bessel-potential space of Fourier Bessel-potential and restriction-quotient Sobolev spaces is a complex Hilbert space. In particular, for a constant ,
Facts & Assumptions
Given: The Axiom of Choice, an integer , a real , and .
The weighted Fourier norm is , and . (Fourier Bessel-potential and restriction-quotient Sobolev spaces)
Cauchy--Schwarz holds in . (Cauchy-Schwarz inequality for )
The integral is finite when , by polar coordinates. (Polar coordinates decompose Lebesgue measure into r^{n-1} dr d sigma)
The Matérn calculation supplies the -dimensional Gaussian Fourier transform and its normalized Gaussian of integral one. (The Matérn spectral integral, normalization, and radial formula)
Fubini/Tonelli applies to the absolute integrals on completed product measure spaces. (Tonelli and Fubini for the completed product, with only almost-everywhere section measurability)
Translations are continuous in . ( in as , for )
Increasing nonnegative integrals converge to the integral of their pointwise limit, and dominated convergence applies under an integrable majorant. (Monotone convergence for the integral, Dominated convergence)
with the integral pairing is a Hilbert space under Countable Choice. Its declared transitive dependencies include the Axiom of Choice. ( with the integral pairing is a Hilbert space, The Axiom of Countable Choice (), The Axiom of Choice)
A nonnegative measurable function has integral zero exactly when it vanishes almost everywhere. (A nonnegative measurable function has integral exactly when it vanishes almost everywhere)
Full AC is carried conservatively to match the legacy transitive dependency of the published Hilbert-space item; the Fourier injectivity argument itself is choice-free. (The Axiom of Choice)
Proof technique: direct.
Proof
Given: The hypotheses in the Statement and the Fourier convention in [F1].
Write . By [F2] and [F3], Hence is bounded by and continuous by [F7] applied to the pointwise-continuous exponential integrand dominated by . The same estimate gives the displayed evaluation bound with .
The kernels are nonnegative and have integral one by [F4]. For each fixed , scaling and [F7] show
Suppose for every . For and , the double integral of is finite by step 1.1 and [F4]. Thus [F5] and [F4] give
Given , translation continuity [F6] supplies such that when . Tonelli and the triangle inequality then give Step 1.2 makes the last term tend to zero; as was arbitrary, in .
Step 2.1 says for every , whereas step 2.2 says these convolutions converge to in . Hence , so and [F9] gives almost everywhere. This proves injectivity.
Multiplication is a linear isometry of the weighted space onto ordinary complex , with inverse . By [F8] the latter is Hilbert under the declared choice assumption. Step 3.1 makes the inverse Fourier image isometric and one-to-one, so the whole-space is Hilbert; step 1.1 makes its restriction quotient norm positive on nonzero functions.
Depends on
- Fourier Bessel-potential and restriction-quotient Sobolev spaces
- The Matérn spectral integral, normalization, and radial formula
- $L^2$ with the integral pairing is a Hilbert space
- Cauchy-Schwarz inequality for $L^2$
- A nonnegative measurable function has integral $0$ exactly when it vanishes almost everywhere
- $\|\tau_h f - f\|_p \to 0$ in $L^p(\mathbb{R}^n)$ as $h \to 0$, for $1 \le p < \infty$
- Tonelli and Fubini for the completed product, with only almost-everywhere section measurability
- Polar coordinates decompose Lebesgue measure into r^{n-1} dr d sigma
- The Gaussian integral $\int_{-\infty}^{\infty}e^{-x^2}\,dx=\sqrt{\pi}$
- Monotone convergence for the integral
- Dominated convergence
- The Axiom of Choice
- The Axiom of Countable Choice ($\mathrm{AC}_\omega$)
Used by
- A Sobolev function vanishing on scattered sites has an h^ν bound Lemma
- Schwartz functions are dense in the Fourier Bessel-potential norm Lemma
- The Matérn native space has its weighted Fourier norm and strict Gram positivity Lemma
Cited to discharge well-definedness by Fourier Bessel-potential and restriction-quotient Sobolev spaces.
Dependency tree · two levels
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Sources
- Gregory E. Fasshauer, MATH 590: Meshfree Methods, Chapter 13, pp. 19–25 (standard reference, not scraped)
- Rasmussen and Williams, Gaussian Processes for Machine Learning, Chapter 4, equations (4.5)–(4.6) (standard reference, not scraped)