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A separated block spectral projector is Frechet differentiable with a resolvent bound

Statement

Let H0∈Hn have an occupied/unoccupied gap g=λr+1(H0)−λr(H0)>0, and let c,R,Γ be the circle from A spectral gap persists on a computable matrix ball with a uniform resolvent bound. For Hermitian H in the open operator-norm ball ∥H−H0∥op<g/4, let Πr(H) be its projector onto the r lowest eigenvalues. Then H↦Πr(H) is real Frechet C1 in the Frobenius norm and DΠr(H)[E]=12πi∫Γ(zI−H)−1E(zI−H)−1 dz for each Hermitian direction E. With ℓ(Γ)=2πR, ∥DΠr(H)[E]∥F≤16Rg2∥E∥F. This is a block/cluster statement: no gap between eigenvalues inside either cluster is required.

Facts & Assumptions

Given: H0∈Hn, 1≤r<n, a gap g>0, and a Hermitian H in the stated ball; write RH(z)=(zI−H)−1.

[F1]

The fixed circle Γ separates the first r eigenvalues from the rest by distance at least g/4, and ∥RH(z)∥op≤4/g on Γ (A spectral gap persists on a computable matrix ball with a uniform resolvent bound).

[F3]

On a positively oriented circle, Cauchy's formula gives 12πi∫Γ(z−λ)−1dz=1 for an interior λ; if λ is outside, the integrand is holomorphic on the disk and its integral is zero (Cauchy's integral formula on a circle compactly contained in a disc of holomorphy, A continuous function holomorphic away from one point on a star-shaped domain has a primitive and zero closed-contour integrals).

[F4]

The complex line integral is linear, exists for continuous functions on a rectifiable contour, and obeys the triangle inequality by its Riemann-sum definition (The complex line integral over a rectifiable path as a componentwise Riemann–Stieltjes integral, Complex line integrals are linear in the integrand, Continuous integrands have complex and absolute line integrals along every rectifiable path).

[F5]

The real Frechet derivative is the linear first-order approximation on real matrix spaces (The real Frechet derivative on real and complex matrix spaces with the Frobenius norm).

[F7]

A real-coordinate map is C1 when it is Frechet differentiable everywhere on its open domain and its derivative is continuous (Continuously differentiable maps, local inverses, and local diffeomorphisms, The real Frechet derivative on real and complex matrix spaces with the Frobenius norm).

Proof

1.1F1F2F6

Since ∥A∥op≤∥A∥F by [F6], every point of the operator-norm ball has a Frobenius neighborhood contained in it; hence the stated domain is open for the real Frechet definition. Diagonalize H=Udiag⁡(μ1,…,μn)U∗ with μ1≤⋯≤μn by [F2]. Since [F1] places exactly μ1,…,μr inside Γ, the resolvent is Udiag⁡((z−μj)−1)U∗ on the contour.

1.2F1algebra

For a sufficiently small Hermitian perturbation E with H+E still in the ball, the inverse identity gives RH+E=RH+RHERH+E. Subtracting RH+RHERH yields RH+E−RH−RHERH=RHERHERH+E. The identity follows by multiplying the two inverse equations for zI−H and zI−H−E; all inverses exist by [F1].

2.1step 1.1F3F4algebra

Interpret a matrix-valued contour integral entrywise; each entry of the resolvent and derivative integrands is continuous on Γ, so its scalar integral exists by [F4]. Finite matrix sums and constant left and right factors commute with this integral, and the Frobenius norm of an integral is at most the contour length times the supremum Frobenius norm of its integrand, by the triangle inequality for finite-dimensional Riemann sums. Integrating each diagonal entry and using [F3], linearity in [F4], and the finite spectral expansion gives 12πi∫ΓRH(z) dz=Udiag⁡(1,…,1,0,…,0)U∗=Πr(H). Thus the contour expression represents the full occupied cluster projector, including repeated eigenvalues within that cluster.

3.1step 2.1F1F4F5F6algebra

For any matrix A and matrix X with columns xj, the operator-norm definition gives ∥AX∥F2=∑j∥Axj∥22≤∥A∥op2∥X∥F2. Applying this also to adjoints gives the right-multiplication bound ∥XB∥F≤∥X∥F∥B∥op. Iterating these inequalities, then using [F1] and [F6], bounds the Frobenius norm of the right side by (4/g)3∥E∥F2, uniformly for z∈Γ. The matrix-valued integral estimate in step 2.1 bounds the integrated remainder by ℓ(Γ)(4/g)3∥E∥F2/(2π). Dividing by ∥E∥F makes this tend to zero, so the contour formula in step 2.1 is Frechet differentiable in the sense of [F5], with the stated derivative; the integral is real-linear in E by entrywise linearity. Each directional derivative is a limit of Hermitian difference quotients, so it is Hermitian-valued because Hn is closed.

4.1F1F4F5F6F7algebra∎

The same left/right multiplication inequalities give ∥RH(z)ERH(z)∥F≤(4/g)2∥E∥F by [F1] and [F6]. Integrating over length 2πR yields ∥DΠr(H)[E]∥F≤R(4/g)2∥E∥F=16R∥E∥F/g2. For nearby H′ in the ball, the resolvent identity and [F1] give uniformly on Γ ∥RH′−RH∥op≤(4/g)2∥H′−H∥op. Subtracting the two derivative integrands gives RH′E(RH′−RH)+(RH′−RH)ERH. Each summand has Frobenius norm at most (4/g)3∥H′−H∥F∥E∥F by the left/right multiplication bounds and [F6], so their sum is at most twice this quantity. The matrix-valued integral estimate from step 2.1 then bounds the difference of derivative values by 2R(4/g)3∥H′−H∥F∥E∥F. Taking the supremum over ∥E∥F=1 shows that the derivative varies continuously in operator norm, which by [F7] proves the claimed C1 regularity; the bound was proved above.

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