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The exponential Fréchet derivative has an integral and block-matrix formula
Statement
Let be open, holomorphic, , , with , and . The map is real Fréchet differentiable at , and for any admissible Cauchy cycle from Jordan, contour, similarity, and normal-functional-calculus formulas agree. Consequently For , the same derivative also has the formula
Facts & Assumptions
Given: The domain, holomorphic function, matrices, and an admissible Cauchy cycle enclosing .
The real Fréchet derivative on a complex matrix space is the real-linear first-order approximation in the Frobenius norm (The real Frechet derivative on real and complex matrix spaces with the Frobenius norm).
The primary matrix function has the contour formula on every admissible cycle (Jordan, contour, similarity, and normal-functional-calculus formulas agree).
The exponential power series converges absolutely in operator norm for bounded operators; finite-dimensional matrix spaces are Banach (Every finite-dimensional normed space is Banach, The exponential series of a bounded operator).
The index of a cycle is locally constant away from its trace (The index of a cycle is locally constant off its trace and vanishes far from it).
Proof
For compatible matrices , Cauchy–Schwarz applied to each entry gives . Summing over proves . Use this submultiplicative Frobenius norm below.
The cycle trace is compact and disjoint from , so is continuous and bounded on it. By [F4], each eigenvalue of has an open neighborhood contained in and disjoint from the trace on which the cycle index remains one (intersect the index neighborhood with , which is open and contains that eigenvalue); the finite union of these neighborhoods is an open index-one region . Every sufficiently small has : otherwise choose and . Normalize corresponding eigenvectors to Euclidean norm one; Cauchy–Schwarz gives , so a subsequence converges to some . Continuity of the determinant, a polynomial in the entries, gives , so . Since is open, is eventually in , a contradiction.
Put . If , then uniformly. The Neumann expansion gives and its final sum is bounded uniformly by .
Apply [F2] to and , whose spectra lie in by step 1.2. Subtract the contour formulas and use the uniform expansion in step 2.1. The integral of its remainder is because has finite length. Therefore which is the real Fréchet derivative in [F1] and gives the stated derivative formula.
For , direct block multiplication gives The determinant of a block upper-triangular matrix is the product of the determinants of its diagonal blocks, so and the cycle has index one on this spectrum. Applying [F2] to and reading its four blocks therefore gives the asserted block-function identity, with the upper-right block equal to the derivative integral from step 3.1.
The terms linear in in the absolutely convergent series for are ; terms containing at least two factors are by the binomial bound, submultiplicativity from step 1.1, and absolute convergence [F3]. Indeed their norm sum is at most . Thus this is also . Expanding into its two uniformly absolutely convergent series and integrating termwise, the coefficient of is where the integral identity follows by repeated integration by parts. Hence the time integral equals the same derivative series.
Depends on
- Analytic primary matrix functions by Jordan blocks
- Jordan, contour, similarity, and normal-functional-calculus formulas agree
- The real Frechet derivative on real and complex matrix spaces with the Frobenius norm
- The exponential series of a bounded operator
- The index of a cycle is locally constant off its trace and vanishes far from it
- Every finite-dimensional normed space is Banach
Used by
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Sources
- Jan Zur, Matrix Functions, TU Berlin full lecture notes (standard reference, not scraped)
- Nicholas J. Higham, Functions of Matrices, Handbook of Linear Algebra, Chapter 17 (standard reference, not scraped)