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Power source balls are weighted statistical ellipsoids

Statement

Assume Countable Choice and let K:X→Y be a compact operator of infinite rank between real Hilbert spaces, with positive singular values s1≥s2≥⋯↓0. For every ν,ρ>0, the coefficient sequences of the minimum-norm power source ball Xν,ρ(K)={∣K∣νw:w∈X, ∥w∥X≤ρ} are exactly {θ∈ℓ2(N>0,R):∑j≥1sj−2νθj2≤ρ2}. Thus its ellipsoid weights are aj=sj−ν, a positive nondecreasing sequence.

Facts & Assumptions

[A1]

The Axiom of Countable Choice (ACω): Countable Choice is assumed by the compact singular-system and spectral-power definitions.

[F1]

Gaussian sequence inverse model: The right singular vectors form a complete orthonormal basis of N(K)⊥, and their coefficient map identifies that subspace isometrically with ℓ2(N>0,R).

[F2]

Power source ball: Xν,ρ(K)={∣K∣νw:w∈X, ∥w∥X≤ρ}.

[F3]

Weighted ellipsoid class for sequence inversion: A weighted statistical ellipsoid is {θ∈ℓ2:∑jaj2θj2≤Q2} for positive nondecreasing weights.

[F4]

Singular value decomposition for compact operators: ∣K∣vj=sjvj, and (vj) is a complete orthonormal basis of N(K)⊥.

[F5]

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.

[F6]

Index source elements are minimum-norm solutions: Every element of the power source ball lies in N(K)⊥.

[F7]

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 (sj2)ν/2=sjν and sj−ν=1/sjν; Continuity and derivatives of positive-base real powers gives continuity and (x−ν)′=−νx−ν−1 on (0,∞).

[F8]

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∈(a,b) with f(b)−f(a)=f′(c)(b−a): If a<b and f:[a,b]→R is continuous on [a,b] and differentiable on (a,b), then some c∈(a,b) satisfies f(b)−f(a)=f′(c)(b−a).

Given: Countable Choice, the compact real infinite-rank operator K, its fixed positive singular system (sj,vj,uj), and ν,ρ>0.

Proof

1.1givenA1F2F4F5F7algebra

Write wj=⟨w,vj⟩X. By [F4] and the compact spectral multiplier [F5], the coefficient of ∣K∣νw at vj is sjνwj; the kernel component of w contributes zero.

1.2givenA1F1F7construct

Conversely, take any θ∈ℓ2 with ∑jsj−2νθj2≤ρ2 and put wj=sj−νθj. This sequence is square-summable with norm at most ρ; the coefficient isometry in [F1] gives a unique w∈N(K)⊥ with these coefficients.

2.1givenF1F2F4F6step 1.1algebra

For every x=∣K∣νw with ∥w∥X≤ρ, step 1.1 and Bessel's inequality for the orthonormal family (vj) give ∑j≥1sj−2ν⟨x,vj⟩X2=∑j≥1wj2≤∥w∥X2≤ρ2. Thus every source element has coefficient sequence in the stated ellipsoid.

2.2givenF1F2F4F5step 1.2algebra

Set x=∣K∣νw for the vector constructed in step 1.2. By [F5] its jth coefficient is sjνwj=θj; [F1] makes equality of the coefficient sequences equality of vectors in N(K)⊥. Since ∥w∥X≤ρ, [F2] gives x∈Xν,ρ(K). This proves the reverse inclusion.

3.1givenF3F4F7F8step 2.1step 2.2algebra∎

If sj+1=sj, their inverse powers are equal. Otherwise 0<sj+1<sj; by [F7], f(t)=t−ν is continuous on [sj+1,sj] and differentiable on its interior, with f′(t)=−νt−ν−1<0. Thus [F8] gives f(sj)−f(sj+1)=f′(c)(sj−sj+1)<0 for some c∈(sj+1,sj). In both cases sj+1−ν≥sj−ν. Hence aj=sj−ν 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.

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