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Power source balls are weighted statistical ellipsoids
Statement
Assume Countable Choice and let be a compact operator of infinite rank between real Hilbert spaces, with positive singular values . For every , the coefficient sequences of the minimum-norm power source ball are exactly Thus its ellipsoid weights are , a positive nondecreasing sequence.
Statement references
Facts & Assumptions
The Axiom of Countable Choice (): Countable Choice is assumed by the compact singular-system and spectral-power definitions.
Gaussian sequence inverse model: The right singular vectors form a complete orthonormal basis of , and their coefficient map identifies that subspace isometrically with .
Weighted ellipsoid class for sequence inversion: A weighted statistical ellipsoid is for positive nondecreasing weights.
Singular value decomposition for compact operators: , and is a complete orthonormal basis of .
Compact spectral filters, source conditions, and qualification: A compact spectral multiplier acts on each singular eigenspace by its scalar multiplier and vanishes on the kernel for a positive spectral power.
Index source elements are minimum-norm solutions: Every element of the power source ball lies in .
Real powers for positive bases, with the zero-base positive-exponent convention and The exponent, product, quotient, and iterated-power laws for positive real bases and real exponents: Positive-base real powers obey and ; Continuity and derivatives of positive-base real powers gives continuity and on .
The mean value theorem, as the case of Cauchy's: for continuous on with and differentiable on there is with : If and is continuous on and differentiable on , then some satisfies .
Given: Countable Choice, the compact real infinite-rank operator , its fixed positive singular system , and .
Proof
Write . By [F4] and the compact spectral multiplier [F5], the coefficient of at is ; the kernel component of contributes zero.
Conversely, take any with and put . This sequence is square-summable with norm at most ; the coefficient isometry in [F1] gives a unique with these coefficients.
For every with , step 1.1 and Bessel's inequality for the orthonormal family give . Thus every source element has coefficient sequence in the stated ellipsoid.
Set for the vector constructed in step 1.2. By [F5] its th coefficient is ; [F1] makes equality of the coefficient sequences equality of vectors in . Since , [F2] gives . This proves the reverse inclusion.
If , their inverse powers are equal. Otherwise ; by [F7], is continuous on and differentiable on its interior, with . Thus [F8] gives for some . In both cases . Hence is positive and nondecreasing; by [F3] the right-hand set is a weighted statistical ellipsoid. Steps 2.1 and 2.2 prove the two set inclusions, completing the identification.
Depends on
- Gaussian sequence inverse model
- Weighted ellipsoid class for sequence inversion
- Power source ball
- Index source elements are minimum-norm solutions
- Compact spectral filters, source conditions, and qualification
- Singular value decomposition for compact operators
- The Axiom of Countable Choice ($\mathrm{AC}_\omega$)
- Real powers for positive bases, with the zero-base positive-exponent convention
- The exponent, product, quotient, and iterated-power laws for positive real bases and real exponents
- Continuity and derivatives of positive-base real powers
- The mean value theorem, as the case $g(x) = x$ of Cauchy's: for $f$ continuous on $[a,b]$ with $a < b$ and differentiable on $(a,b)$ there is $c \in (a,b)$ with $f(b) - f(a) = f'(c)(b-a)$
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