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A separated block spectral projector is Frechet differentiable with a resolvent bound
Statement
Let have an occupied/unoccupied gap , and let be the circle from A spectral gap persists on a computable matrix ball with a uniform resolvent bound. For Hermitian in the open operator-norm ball , let be its projector onto the lowest eigenvalues. Then is real Frechet in the Frobenius norm and for each Hermitian direction . With , This is a block/cluster statement: no gap between eigenvalues inside either cluster is required.
Facts & Assumptions
Given: , , a gap , and a Hermitian in the stated ball; write .
The fixed circle separates the first eigenvalues from the rest by distance at least , and on (A spectral gap persists on a computable matrix ball with a uniform resolvent bound).
A Hermitian matrix is unitarily diagonalizable with real eigenvalues (Complex spectral theorem: a normal endomorphism of a finite-dimensional complex inner product space has an orthonormal eigenbasis, and conversely).
On a positively oriented circle, Cauchy's formula gives for an interior ; if 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).
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).
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).
The operator norm is bounded by the Frobenius norm, and the Frobenius norm is the Euclidean norm of the matrix entries (The operator norm is zero on the zero domain and otherwise is max_{||v||=1} ||Tv||, The Frobenius norm on real or complex matrices, Spectral and Frobenius norms are unitarily invariant, are given by singular values, and satisfy the sharp rank comparison).
A real-coordinate map is 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
Since 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 with by [F2]. Since [F1] places exactly inside , the resolvent is on the contour.
For a sufficiently small Hermitian perturbation with still in the ball, the inverse identity gives . Subtracting yields The identity follows by multiplying the two inverse equations for and ; all inverses exist by [F1].
Interpret a matrix-valued contour integral entrywise; each entry of the resolvent and derivative integrands is continuous on , 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 Thus the contour expression represents the full occupied cluster projector, including repeated eigenvalues within that cluster.
For any matrix and matrix with columns , the operator-norm definition gives . Applying this also to adjoints gives the right-multiplication bound . Iterating these inequalities, then using [F1] and [F6], bounds the Frobenius norm of the right side by , uniformly for . The matrix-valued integral estimate in step 2.1 bounds the integrated remainder by . Dividing by 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 by entrywise linearity. Each directional derivative is a limit of Hermitian difference quotients, so it is Hermitian-valued because is closed.
The same left/right multiplication inequalities give by [F1] and [F6]. Integrating over length yields . For nearby in the ball, the resolvent identity and [F1] give uniformly on . Subtracting the two derivative integrands gives . Each summand has Frobenius norm at most 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 . Taking the supremum over shows that the derivative varies continuously in operator norm, which by [F7] proves the claimed regularity; the bound was proved above.
Depends on
- Rank-r orthogonal projector domain
- The occupied-projector response map on its strict-gap domain
- A strict occupied gap defines a unique rank-r spectral projector
- The real Frechet derivative on real and complex matrix spaces with the Frobenius norm
- Continuously differentiable maps, local inverses, and local diffeomorphisms
- A spectral gap persists on a computable matrix ball with a uniform resolvent bound
- Complex spectral theorem: a normal endomorphism of a finite-dimensional complex inner product space has an orthonormal eigenbasis, and conversely
- Rectangular matrix multiplication and the identity matrix $I_n$, including zero-sized shapes
- 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
- 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
- The operator norm is zero on the zero domain and otherwise is max_{||v||=1} ||Tv||
- The Frobenius norm $\lVert A\rVert_F=(\sum_{i,j}|a_{ij}|^2)^{1/2}$ on real or complex matrices
- Spectral and Frobenius norms are unitarily invariant, are given by singular values, and satisfy the sharp rank comparison
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Sources
- Tosio Kato, Perturbation Theory for Linear Operators, 2nd ed., Chapter II §§1.3–1.4 (standard reference, not scraped)
- Benjamin Texier, Basic matrix perturbation theory, §2 (standard reference, not scraped)
- Eric Cancès, Gaspard Kemlin, and Antoine Levitt, Convergence analysis of direct minimization and self-consistent iterations, §3.2 (standard reference, not scraped)