Chapter 11

Spectral Radius

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Problem 86

The resolvent of every operator is analytic at each point of its domain, and at ∞\infty; its value at ∞\infty is (the operator) 00.

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Remark.
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Suppose that AA is an operator on a Hilbert space H\mathbf{H}. If λ\lambda does not belong to the spectrum of AA, then the operator A−λA - \lambda is invertible; write ρ(λ)=(A−λ)−1\rho (\lambda ) = (A-\lambda )^{-1}. (When it is necessary to indicate the dependence of the function ρ\rho on the operator AA, write ρ=ρA\rho = \rho_A.) The function ρ\rho is called the resolvent of AA. The domain of ρ\rho is the complement of spec⁡A\operatorname {spec} A; its values are operators on H\mathbf{H}.

Consider, quite generally, functions φ\varphi whose domains are open sets in the complex plane and whose values are operators on H\mathbf{H}. Such a function φ\varphi is called analytic if, for each ff and gg in H\mathbf{H}, the numerical function λ↦⟨φ(λ)f,g⟩\lambda \mapsto \left\langle \varphi (\lambda )f, g \right\rangle (with the same domain as φ\varphi) is analytic in the usual sense. (This concept is sometimes called weak analyticity.) In case the function ψ\psi defined by ψ(λ)=φ(1/λ)\psi (\lambda ) = \varphi (1/\lambda ) can be assigned a value at the origin so that it becomes analytic there, then (just as for numerical functions) φ\varphi is called analytic at ∞\infty, and φ\varphi is assigned at ∞\infty the value of ψ\psi at 00.

Problem 87

Every operator has a non-empty spectrum.

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Problem 88

For each operator AA,

r(A)=lim⁡n∥An∥1/n, r(A) = \lim _n \left\| A^n\right\| ^{1/n},

in the sense that the indicated limit always exists and has the indicated value.

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Problem 89

If PP and QQ are diagonal operators, with diagonals {αn}\left\{ \alpha_n\right\} and {βn}\left\{ \beta_n\right\}, and if ∣αn∣=∣βn∣\left|\alpha_n\right| = \left|\beta_n\right| for all nn, then the weighted shifts A=SPA = SP and B=SQB = SQ are unitarily equivalent.

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Remark.
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A weighted shift is the product of a shift (one-sided or two) and a compatible diagonal operator. More explicitly, suppose that {en}\left\{ e_n\right\} is an orthonormal basis (n=0,1,2,…n = 0, 1, 2, \ldots, or else n=0,±1,±2,…n = 0, \pm 1, \pm 2, \ldots), and suppose that {αn}\left\{ \alpha_n\right\} is a bounded sequence of complex numbers (the set of nn's being the same as before). A weighted shift is an operator of the form SPSP, where SS is a shift (Sen=en+1Se_n = e_{n+1}) and PP is a diagonal operator with diagonal {αn}\left\{ \alpha_n\right\} (Pen=αnenPe_n = \alpha_n e_n). It is sometimes convenient to use the symbol shift⁡⟨α0,α1,α2,…⟩\operatorname {shift}\left\langle \alpha_0, \alpha_1, \alpha_2, \ldots \right\rangle to denote the weighted shift with the indicated weights.

Problem 90

If AA and BB are unilateral weighted shifts, with non-zero weights {αn}\left\{ \alpha_n\right\} and {βn}\left\{ \beta_n\right\}, then a necessary and sufficient condition that AA and BB be similar is that the sequence of quotients

∣α0⋯αnβ0⋯βn∣ \left|\frac{\alpha _0 \cdots \alpha _n}{\beta _0 \cdots \beta _n}\right|

be bounded away from 00 and from ∞\infty.

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Problem 91

Express the norm and the spectral radius of a weighted shift in terms of its weights.

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Problem 92

For which sequences {pk}\left\{ p_k\right\} of positive numbers does there exist an operator AA such that pk=∥Ak∥p_k = \left\| A^k\right\|, k=0,1,2,…k = 0, 1, 2, \ldots?

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Remark.
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The power norms of an operator AA, that is the numbers ∥Ak∥\left\| A^k\right\|, constitute an interesting sequence.

Problem 93

Find all the eigenvalues of all unilateral weighted shifts (with non-zero weights) and of their adjoints.

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Problem 94

Is there a weighted shift whose approximate point spectrum has interior points?

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Remark.
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For each operator AA there exists a complex number of modulus r(A)r(A) in the approximate point spectrum of AA (Problem 78). If AA is a weighted shift, then the circular symmetry of each part of the spectrum (Problem 89) implies that every complex number of modulus r(A)r(A) belongs to the approximate point spectrum of AA. Consequence: the approximate point spectrum of a weighted shift always includes a circle (possibly degenerate).

Problem 95

If p={pn}p = \left\{ p_n\right\} is a sequence of positive numbers such that {pn+1/pn}\left\{ p_{n+1}/p_n\right\} is bounded, what, in terms of {pn}\left\{ p_n\right\}, is the spectral radius of the shift on l2(p)l^2(p)?

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Remark.
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Let p={p0,p1,p2,…}p = \left\{ p_0, p_1, p_2, \ldots \right\} be a sequence of strictly positive numbers, and let l2(p)l^2(p) be the set of complex sequences ⟨ξ0,ξ1,ξ2,…⟩\left\langle \xi_0, \xi_1, \xi_2, \ldots \right\rangle with ∑n=0∞pn∣ξn∣2<∞\sum_{n=0}^{\infty } p_n \left|\xi_n\right|^2 < \infty. With respect to the coordinatewise linear operations and the inner product defined by

⟨⟨ξ0,ξ1,ξ2,…⟩,⟨η0,η1,η2,…⟩⟩=∑n=0∞pnξnηn∗, \left\langle \left\langle \xi _0, \xi _1, \xi _2, \ldots \right\rangle , \left\langle \eta _0, \eta _1, \eta _2, \ldots \right\rangle \right\rangle = \sum _{n=0}^{\infty } p_n \xi _n \eta _n^{*},

the set l2(p)l^2(p) is a Hilbert space; it may be called a weighted sequence space.

Problem 96

Construct a quasinilpotent operator whose point spectrum is empty.

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Remark.
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An operator is nilpotent if some positive integral power of it is zero (and the least such power is the index of nilpotence); an operator AA is quasinilpotent if lim⁡n∥An∥1/n=0\lim_n \left\| A^n\right\|^{1/n} = 0. Nilpotence implies quasinilpotence. The spectral mapping theorem implies that if AA is nilpotent, then spec⁡A={0}\operatorname {spec} A = \left\{ 0\right\}. The expression for the spectral radius in terms of norms implies that if AA is quasinilpotent, then spec⁡A={0}\operatorname {spec} A = \left\{ 0\right\}, and, moreover, the converse is true. A nilpotent operator always has a non-trivial kernel, and hence a non-empty point spectrum; for quasinilpotent operators that is not so. (Observe that on finite-dimensional spaces such a construction is clearly impossible.)

Problem 97

Is every quasinilpotent operator analytic?

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Remark.
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If AA is a quasinilpotent operator, and if ff is a function that is analytic in a neighborhood of 00, then ff has a power series expansion, f(z)=∑n=0∞αnznf(z) = \sum_{n=0}^{\infty } \alpha_n z^n, convergent when, say, ∣z∣<ε\left|z\right| < \varepsilon; in that case write f(A)=∑n=0∞αnAnf(A) = \sum_{n=0}^{\infty } \alpha_n A^n. This operator series converges (in the norm), since ∥An∥1/n<ε\left\| A^n\right\|^{1/n} < \varepsilon for nn sufficiently large, so that ∥An∥<εn\left\| A^n\right\| < \varepsilon^n for nn sufficiently large. The correspondence f↦f(A)f \mapsto f(A) between functions analytic at 00 and operators f(A)f(A) (for a fixed quasinilpotent operator AA) is called a functional calculus; it is an extension of the trivial functional calculus for polynomials.

An operator AA is called algebraic if there exists a non-zero polynomial pp such that p(A)=0p(A) = 0; by a natural extension of language it seems proper to say that AA is analytic if there exists a non-zero function ff analytic at 00 such that f(A)=0f(A) = 0. Every nilpotent operator is algebraic.

Problem 98

Is the spectrum of a direct sum of operators always the closure of the union of their spectra?

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Remark.
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The spectrum of the direct sum of two operators is the union of their spectra, and the same is true of the point spectrum, the approximate point spectrum, and the compression spectrum. The extension of this result from two direct summands to any finite number is a trivial induction.