Lecture Notes in Functional Analysis

by William L. Paschke

edition 0.9

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Contents

Frontmatter

I. Hilbert Space

II. Bounded Operators

III. Compact Operators

IV. The Spectral Theorem

Index and References

E. Spectral Radius

Let preal number\( p \) be a complex polynomial preal number=equalspreal number⁡(z)=equalsareal number0zero+plusareal number1one⁢timesz+plus⋯+plusareal numberninteger⁢timeszninteger \( p= p\mathopen{}\left( z\right)\mathclose{}= {a}_{0}+{a}_{1}z+\dotsb+{a}_{n}{z}^{n} \). For Tlinear map∈element ofℒbounded linear operators⁡(HHilbert space) \( T\in \mathcal{L}\mathopen{}\left( H\right)\mathclose{} \), preal number⁡(Tlinear map)=equalsareal number0zero+plusareal number1one⁢timesTlinear map+plus⋯+plusareal numberninteger⁢timesTlinear mapninteger \( p\mathopen{}\left( T\right)\mathclose{}= {a}_{0}+{a}_{1}T+\dotsb+{a}_{n}{T}^{n} \). If we write preal number⁡(z)\( p\mathopen{}\left( z\right)\mathclose{} \) in factored form as preal number⁡(z)=equalsareal number⁢times∏product (z-minusziinteger) \( p\mathopen{}\left( z\right)\mathclose{}= a\prod{} \mathopen{}\left(z-{z}_{i}\right)\mathclose{} \) then preal number⁡(Tlinear map)=equalsareal number⁢times∏product (Tlinear map-minusziinteger) \( p\mathopen{}\left( T\right)\mathclose{}= a\prod{} \mathopen{}\left(T-{z}_{i}\right)\mathclose{} \).

Proposition II.42

For a complex polynomial preal number⁡(z)\( p\mathopen{}\left( z\right)\mathclose{} \) as above, and Tlinear map∈element ofℒbounded linear operators⁡(HHilbert space) \( T\in \mathcal{L}\mathopen{}\left( H\right)\mathclose{} \), σ⁡(preal number⁡(Tlinear map))=equals{setpreal number⁡(λcomplex number)|such that λcomplex number∈element ofσ⁡(Tlinear map) }set \( \mathop{\sigma}\mathopen{}\left( p\mathopen{}\left( T\right)\mathclose{}\right)\mathclose{}= \mathopen{}\left\{\, p\mathopen{}\left( λ\right)\mathclose{}\,\middle\vert\, , λ\in \mathop{\sigma}\mathopen{}\left( T\right)\mathclose{}, \,\right\}\mathclose{} \).

Proof. Factor preal number⁡(z)=equalsareal number⁢times(z-minusz1one)⁢times(z-minusz2two)⁢times⋯⁢times(z-minuszninteger) \( p\mathopen{}\left( z\right)\mathclose{}= a\mathopen{}\left(z-{z}_{1}\right)\mathclose{}\mathopen{}\left(z-{z}_{2}\right)\mathclose{}\dotsb\mathopen{}\left(z-{z}_{n}\right)\mathclose{} \) where areal number≠not equal to0zero \( a\neq 0 \). We have 0zero∉not an element ofσ⁡(preal number⁡(Tlinear map)) \( 0\notin \mathop{\sigma}\mathopen{}\left( p\mathopen{}\left( T\right)\mathclose{}\right)\mathclose{} \) if and only if preal number⁡(Tlinear map)∈element of ℒbounded linear operators⁡(Xnormed linear space) −⁢1invertible elements \( p\mathopen{}\left( T\right)\mathclose{}\in { \mathcal{L}\mathopen{}\left( X\right)\mathclose{} }^{-1} \) if and only if Tlinear map-minusziinteger∈element of ℒbounded linear operators⁡(Xnormed linear space) −⁢1invertible elements \( T-{z}_{i}\in { \mathcal{L}\mathopen{}\left( X\right)\mathclose{} }^{-1} \) for 1one≤less than or equal toiinteger≤less than or equal toninteger \( 1\leq i\leq n \) (because for Aself-adjoint operator⁢timesBBanach space∈element ofTlinear map∈element ofℒbounded linear operators⁡(Xnormed linear space) \( AB\in T\in \mathcal{L}\mathopen{}\left( X\right)\mathclose{} \) with Aself-adjoint operator⁢timesBBanach space=equalsBBanach space⁢timesAself-adjoint operator \( AB= BA \), we have Aself-adjoint operator⁢timesBBanach space∈element of ℒbounded linear operators⁡(Xnormed linear space) −⁢1invertible elements \( AB\in { \mathcal{L}\mathopen{}\left( X\right)\mathclose{} }^{-1} \) if and only if Aself-adjoint operator∈element of ℒbounded linear operators⁡(Xnormed linear space) −⁢1invertible elements \( A\in { \mathcal{L}\mathopen{}\left( X\right)\mathclose{} }^{-1} \) and BBanach space∈element of ℒbounded linear operators⁡(Xnormed linear space) −⁢1invertible elements \( B\in { \mathcal{L}\mathopen{}\left( X\right)\mathclose{} }^{-1} \)) i.e., if and only if ziinteger∉not an element ofσ⁡(Tlinear map) \( {z}_{i}\notin \mathop{\sigma}\mathopen{}\left( T\right)\mathclose{} \) for all 1one≤less than or equal toiinteger≤less than or equal toninteger \( 1\leq i\leq n \) if and only if 0zero∈element ofpreal number⁡(σ⁡(Tlinear map)) \( 0\in p\mathopen{}\left( \mathop{\sigma}\mathopen{}\left( T\right)\mathclose{}\right)\mathclose{} \). For βcomplex number∈element ofCcomplex numbers \( β\in \mathbb{C} \), βcomplex number∉not an element ofpreal number⁡(σ⁡(Tlinear map)) \( β\notin p\mathopen{}\left( \mathop{\sigma}\mathopen{}\left( T\right)\mathclose{}\right)\mathclose{} \) if and only 0zero∉not an element ofσ⁡(preal number⁡(Tlinear map)-minusβcomplex number) \( 0\notin σ\mathopen{}\left( p\mathopen{}\left( T\right)\mathclose{}-β\right)\mathclose{} \). So, apply the previous reasoning to preal number⁡(Tlinear map)-minusβcomplex number \( p\mathopen{}\left( T\right)\mathclose{}-β \) to see that βcomplex number∉not an element ofσ⁡(preal number⁡(Tlinear map)) \( β\notin \mathop{\sigma}\mathopen{}\left( p\mathopen{}\left( T\right)\mathclose{}\right)\mathclose{} \) if and only if βcomplex number∉not an element ofpreal number⁡(σ⁡(Tlinear map)) \( β\notin p\mathopen{}\left( \mathop{\sigma}\mathopen{}\left( T\right)\mathclose{}\right)\mathclose{} \).

Definition II.43

For Tlinear map∈element ofℒbounded linear operators⁡(Xnormed linear space) \( T\in \mathcal{L}\mathopen{}\left( X\right)\mathclose{} \), the spectral radius of Tlinear map\( T \) is denoted ρspectral radius⁡(Tlinear map) \( \mathop{\rho}\mathopen{}\left( T\right)\mathclose{} \) and is defined to be maxmaximum {set|modulusλcomplex number|modulus|such that λcomplex number∈element ofσ⁡(Tlinear map) }set \( \max{} \mathopen{}\left\{\, \mathopen{}\left\lvert{}λ\right\rvert\mathclose{}\,\middle\vert\, , λ\in \mathop{\sigma}\mathopen{}\left( T\right)\mathclose{}, \,\right\}\mathclose{} \).

Since σ⁡(Tlinear map) \( \mathop{\sigma}\mathopen{}\left( T\right)\mathclose{} \) is a subset of the disc of radius ‖Tlinear map‖\( \mathopen{}\left\lVert{}T\right\rVert\mathclose{} \), we have ρ⁡(Tlinear map)≤less than or equal to‖Tlinear map‖ \( \mathop{\rho}\mathopen{}\left( T\right)\mathclose{}\leq \mathopen{}\left\lVert{}T\right\rVert\mathclose{} \).

Proposition II.44

For Tlinear map∈element ofℒbounded linear operators⁡(Xnormed linear space) \( T\in \mathcal{L}\mathopen{}\left( X\right)\mathclose{} \), ρ⁡(Tlinear map)≤less than or equal to ‖Tlinear mapninteger‖ 1oneninteger \( \mathop{\rho}\mathopen{}\left( T\right)\mathclose{}\leq {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}} \) for all ninteger∈element ofZintegers+positive elements \( n\in {\mathbb{Z}}^{+} \).

Proof. By Proposition II.42, ρ⁡(Tlinear mapninteger)=equals ρ⁡(Tlinear map) ninteger \( \mathop{\rho}\mathopen{}\left( {T}^{n}\right)\mathclose{}= {\mathop{\rho}\mathopen{}\left( T\right)\mathclose{}}^{n} \) for all ninteger\( n \). On the other hand, ρ⁡(Tlinear map)≤less than or equal to‖Tlinear mapninteger‖ \( \mathop{\rho}\mathopen{}\left( T\right)\mathclose{}\leq \mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{} \) implies ρ⁡(Tlinear map)ninteger≤less than or equal to‖Tlinear mapninteger‖ \( {\mathop{\rho}\mathopen{}\left( T\right)\mathclose{}}^{n}\leq \mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{} \), so ρ⁡(Tlinear map)≤less than or equal toinfinfimumninteger ‖Tlinear mapninteger‖ 1oneninteger \( \mathop{\rho}\mathopen{}\left( T\right)\mathclose{}\leq \inf_{n}{} {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}} \), i.e. ρ⁡(Tlinear map) \( \mathop{\rho}\mathopen{}\left( T\right)\mathclose{} \) is less than or equal to the infimum of these critters.

Our proof of the Gelfand-Beurling formula ρ⁡(Tlinear map)=equalslimlimitninteger ‖Tlinear mapninteger‖ 1oneninteger \( \mathop{\rho}\mathopen{}\left( T\right)\mathclose{}= \lim_{n}{} {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}} \) uses the clever and entirely elementary calculation in Rickart [9]. We begin by defining ν⁡(Tlinear map)=equalsinfinfimumninteger ‖Tlinear mapninteger‖ 1oneninteger \( ν\mathopen{}\left( T\right)\mathclose{}= \inf_{n}{} {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}} \).

Lemma II.45

ν⁡(Tlinear map)=equalslimlimitninteger ‖Tlinear mapninteger‖ 1oneninteger \( ν\mathopen{}\left( T\right)\mathclose{}= \lim_{n}{} {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}} \).

Proof. Fix minteger∈element ofZintegers+positive elements \( m\in {\mathbb{Z}}^{+} \). For ninteger>greater thanminteger \( n\gt m \) write ninteger=equalspinteger⁢timesminteger+plusqinteger \( n= pm+q \), where qinteger∈element of{set1one2two…minteger-minus1one}set \( q\in \mathopen{}\left\{\, 1, 2, \dotsc, m-1\,\right\}\mathclose{} \). Notice that pinteger=equalspinteger⁡(ninteger) \( p= p\mathopen{}\left( n\right)\mathclose{} \) and qinteger=equalsqinteger⁡(ninteger) \( q= q\mathopen{}\left( n\right)\mathclose{} \) and that now ‖Tlinear mapninteger‖ 1oneninteger =equals ‖ Tlinear mappinteger⁢timesminteger+plusqinteger ‖ 1oneninteger ≤less than or equal to ‖Tlinear mapminteger‖ pintegerninteger ⁢times ‖Tlinear map‖ qintegerninteger . \[ {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}}= {\mathopen{}\left\lVert{}{T}^{pm+q}\right\rVert\mathclose{}}^{\frac{1}{n}}\leq {\mathopen{}\left\lVert{}{T}^{m}\right\rVert\mathclose{}}^{\frac{p}{n}}{\mathopen{}\left\lVert{}T\right\rVert\mathclose{}}^{\frac{q}{n}}\text{.} \] Also notice that pintegerninteger=equals 1one-minusqintegerninteger minteger \( \frac{p}{n}= \frac{1-\frac{q}{n}}{m} \), so ‖Tlinear mapninteger‖ 1oneninteger ≤less than or equal to ‖Tlinear mapminteger‖ 1one-minusqintegerninteger minteger ⁢times ‖Tlinear map‖ qintegerninteger \[ {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}}\leq {\mathopen{}\left\lVert{}{T}^{m}\right\rVert\mathclose{}}^{\frac{1-\frac{q}{n}}{m}}{\mathopen{}\left\lVert{}T\right\rVert\mathclose{}}^{\frac{q}{n}} \] for all ninteger>greater thanminteger\( n\gt m \). Thus lim suplimit supremumninteger ‖Tlinear mapninteger‖ 1oneninteger ≤less than or equal to ‖Tlinear mapminteger‖ 1oneminteger \( \limsup_{n}{} {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}} \leq {\mathopen{}\left\lVert{}{T}^{m}\right\rVert\mathclose{}}^{\frac{1}{m}} \) for every minteger\( m \). (Without loss of generality, Tlinear map≠not equal to0zero \( T\neq 0 \)). Fine. Take the infimum on minteger\( m \): lim suplimit supremumninteger ‖Tlinear mapninteger‖ 1oneninteger ≤less than or equal toν⁡(Tlinear map)≤less than or equal tolim inflimit infimumminteger ‖Tlinear mapminteger‖ 1oneminteger . \[ \limsup_{n}{} {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}} \leq ν\mathopen{}\left( T\right)\mathclose{}\leq \liminf_{m}{} {\mathopen{}\left\lVert{}{T}^{m}\right\rVert\mathclose{}}^{\frac{1}{m}} \text{.} \]

Lemma II.46

Let ωroot of unity1one\( {ω}_{1} \), ωroot of unity2two\( {ω}_{2} \), …, ωroot of unityninteger\( {ω}_{n} \) be the ninteger\( n \)th roots of unity. Then

  1. 1one-minuszninteger=equals∏productjinteger=1oneninteger(1one-minusωroot of unityjinteger⁢timesz) \( 1-{z}^{n}= \prod_{j=1}^{n}{}\mathopen{}\left(1-{ω}_{j}z\right)\mathclose{} \), and
  2. 1oneninteger⁢times∑summationjinteger=1onenintegerωroot of unityjinteger⁢times∏productkinteger≠jinteger(1one-minusωroot of unitykinteger⁢timesz)=equalszninteger-minus1one \( \frac{1}{n}\sum_{j=1}^{n}{}{ω}_{j}\prod_{k\neq j}{}\mathopen{}\left(1-{ω}_{k}z\right)\mathclose{}= {z}^{n-1} \).

Proof.

  1. The two sides have the same degree and the same roots (both vanish at ωroot of unity1one\( {ω}_{1} \), ωroot of unity2two\( {ω}_{2} \), …, ωroot of unityninteger\( {ω}_{n} \)) and have the same value at z=equals0zero \( z= 0 \).
  2. Take the derivative with respect to z\( z \) in part 1.

Here is a preview of the argument that ν\( ν \) is the same as ρ\( \mathop{\rho} \): If ν⁡(Tlinear map)=equals0zero \( ν\mathopen{}\left( T\right)\mathclose{}= 0 \), then ρ⁡(Tlinear map)=equals0zero \( \mathop{\rho}\mathopen{}\left( T\right)\mathclose{}= 0 \) because ρ⁡(Tlinear map)≤less than or equal toν⁡(Tlinear map) \( \mathop{\rho}\mathopen{}\left( T\right)\mathclose{}\leq ν\mathopen{}\left( T\right)\mathclose{} \). Henceforth, assume ν=equalsν⁡(Tlinear map)>greater than0zero \( ν= ν\mathopen{}\left( T\right)\mathclose{}\gt 0 \) for fixed Tlinear map∈element ofℒbounded linear operators⁡(Xnormed linear space) \( T\in \mathcal{L}\mathopen{}\left( X\right)\mathclose{} \). We have ρ≤less than or equal toν \( \mathop{\rho}\leq ν \) so 1oneν≤less than or equal to1oneρ \( \frac{1}{ν}\leq \frac{1}{\mathop{\rho}} \). If ρ<less thanν \( \mathop{\rho}\lt ν \) we would have λcomplex number-minusTlinear map∈element of ℒbounded linear operators⁡(Xnormed linear space) −⁢1invertible elements \( λ-T\in { \mathcal{L}\mathopen{}\left( X\right)\mathclose{} }^{-1} \) for every λcomplex number\( λ \) with |modulusλcomplex number|modulus≥greater than or equal toν \( \mathopen{}\left\lvert{}λ\right\rvert\mathclose{}\geq ν \) which would make 1one-minusz⁢timesTlinear map∈element of ℒbounded linear operators⁡(Xnormed linear space) −⁢1invertible elements \( 1-zT\in { \mathcal{L}\mathopen{}\left( X\right)\mathclose{} }^{-1} \) for all |modulusz|modulus≤less than or equal to1oneν \( \mathopen{}\left\lvert{}z\right\rvert\mathclose{}\leq \frac{1}{ν} \). The thing we want to look at is the function ffunction\( f \) defined by ffunction⁡(z)=equalsz⁢timesTlinear map⁢times (1one-minusz⁢timesTlinear map) −⁢1inverse \( f\mathopen{}\left( z\right)\mathclose{}= zT{ \mathopen{}\left(1-zT\right)\mathclose{} }^{-1} \) which is continuous (hence uniformly continuous) on the closed disc of radius 1oneν \( \frac{1}{ν} \). The strategy is to express 1oneninteger⁢times∑summationjinteger=1oneninteger ffunction⁡(z⁢timesωjinteger) \( \frac{1}{n}\sum_{j=1}^{n}{} f\mathopen{}\left( z{ω}_{j}\right)\mathclose{} \) in terms of ffunction\( f \) using Lemma II.46.
Theorem II.47 (Gelfand-Beurling)

For Tlinear map∈element ofℒbounded linear operators⁡(Xnormed linear space) \( T\in \mathcal{L}\mathopen{}\left( X\right)\mathclose{} \), we have ρ⁡(Tlinear map)=equalsmaxmaximum|modulusσ⁡(Tlinear map)|modulus=equalslimlimitninteger ‖Tlinear mapninteger‖ 1oneninteger . \[ \mathop{\rho}\mathopen{}\left( T\right)\mathclose{}= \max{}\mathopen{}\left\lvert{}\mathop{\sigma}\mathopen{}\left( T\right)\mathclose{}\right\rvert\mathclose{}= \lim_{n}{} {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}} \text{.} \]

Proof. We already know the limit (call it ν\( ν \)) exists, that ν=equalsinfinfimum ‖Tlinear mapninteger‖ 1oneninteger \( ν= \inf{} {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}} \), and that ρ⁡(Tlinear map)≤less than or equal toninteger \( \mathop{\rho}\mathopen{}\left( T\right)\mathclose{}\leq n \) by Lemma II.45 and Proposition II.44. Suppose, by way of contradiction, that ν>greater thanρ⁡(Tlinear map) \( ν\gt \mathop{\rho}\mathopen{}\left( T\right)\mathclose{} \). This implies that ν>greater than0zero \( ν\gt 0 \). Let Ddiagonal operator=equals{setz∈element ofCcomplex numbers|such that |modulusz|modulus≤less than or equal to1oneν }set \( D= \mathopen{}\left\{\, z\in \mathbb{C}\,\middle\vert\, , \mathopen{}\left\lvert{}z\right\rvert\mathclose{}\leq \frac{1}{ν}, \,\right\}\mathclose{} \). Define ffunction:mapsDdiagonal operator→toℒbounded linear operators⁡(Xnormed linear space) \( f : D \to \mathcal{L}\mathopen{}\left( X\right)\mathclose{} \) by ffunction⁡(z)=equalsz⁢timesTlinear map⁢times (1one-minusz⁢timesTlinear map) −⁢1inverse \( f\mathopen{}\left( z\right)\mathclose{}= zT{ \mathopen{}\left(1-zT\right)\mathclose{} }^{-1} \). (Note: 1one-minusz⁢timesTlinear map∈element of ℒbounded linear operators⁡(Xnormed linear space) −⁢1invertible elements \( 1-zT\in { \mathcal{L}\mathopen{}\left( X\right)\mathclose{} }^{-1} \). For z=equals0zero \( z= 0 \), no problem. Otherwise, 0zero<less than|modulusz|modulus≤less than or equal to1oneν \( 0\lt \mathopen{}\left\lvert{}z\right\rvert\mathclose{}\leq \frac{1}{ν} \) implies z−⁢1inverse≥greater than or equal toν>greater thanρ⁡(Tlinear map) \( {z}^{-1}\geq ν\gt \mathop{\rho}\mathopen{}\left( T\right)\mathclose{} \) implies z−⁢1inverse-minusTlinear map∈element of ℒbounded linear operators⁡(Xnormed linear space) −⁢1invertible elements \( {z}^{-1}-T\in { \mathcal{L}\mathopen{}\left( X\right)\mathclose{} }^{-1} \) implies 1one-minusz⁢timesTlinear map∈element of ℒbounded linear operators⁡(Xnormed linear space) −⁢1invertible elements \( 1-zT\in { \mathcal{L}\mathopen{}\left( X\right)\mathclose{} }^{-1} \).) We remark that ffunction\( f \) is uniformly continuous on Ddiagonal operator\( D \) because the inversion map of ℒbounded linear operators⁡(Xnormed linear space) −⁢1invertible elements \( { \mathcal{L}\mathopen{}\left( X\right)\mathclose{} }^{-1} \) to itself is continuous and Ddiagonal operator\( D \) is compact. Given ninteger∈element ofZintegers+positive elements \( n\in {\mathbb{Z}}^{+} \) and ninteger\( n \)th roots ω1one\( {ω}_{1} \), ω2two\( {ω}_{2} \), …, ωninteger\( {ω}_{n} \) of unity, we have 1oneninteger⁢times∑summationjinteger=1oneninteger ωjinteger ⁢times∏productkinteger≠jinteger(1one-minusωkinteger⁢timesz)=equalszninteger-minus1one \( \frac{1}{n}\sum_{j=1}^{n}{} {ω}_{j} \prod_{k\neq j}{}\mathopen{}\left(1-{ω}_{k}z\right)\mathclose{}= {z}^{n-1} \). (This is a polynomial identity.) Replace z\( z \) by z⁢timesTlinear map\( zT \) to get 1oneninteger⁢times∑summationjinteger=1oneninteger ωjinteger ⁢times∏productkinteger≠jinteger(1one-minusωkinteger⁢timesz⁢timesTlinear map)=equalszninteger-minus1one⁢timesTlinear mapninteger-minus1one \( \frac{1}{n}\sum_{j=1}^{n}{} {ω}_{j} \prod_{k\neq j}{}\mathopen{}\left(1-{ω}_{k}zT\right)\mathclose{}= {z}^{n-1}{T}^{n-1} \). Multiply by z⁢timesTlinear map\( zT \) to get 1oneninteger⁢times∑summationjinteger=1oneninteger ωjinteger z Tlinear map ⁢times∏productkinteger≠jinteger(1one-minusωkinteger⁢timesz⁢timesTlinear map)=equalszninteger⁢timesTlinear mapninteger \( \frac{1}{n}\sum_{j=1}^{n}{} {ω}_{j} z T \prod_{k\neq j}{}\mathopen{}\left(1-{ω}_{k}zT\right)\mathclose{}= {z}^{n}{T}^{n} \). By Lemma II.46, 1one-minuszninteger⁢timesTlinear mapninteger=equals∏productkinteger=1oneninteger(1one-minusωkinteger⁢timesz⁢timesTlinear map) \( 1-{z}^{n}{T}^{n}= \prod_{k=1}^{n}{}\mathopen{}\left(1-{ω}_{k}zT\right)\mathclose{} \). All the factors commute, so for z∈element ofDdiagonal operator \( z\in D \), we can multiply both sides by (1one-minuszninteger⁢timesTlinear mapninteger) −⁢1inverse \( { \mathopen{}\left(1-{z}^{n}{T}^{n}\right)\mathclose{} }^{-1} \) to obtain (II.B) 1oneninteger⁢times∑summationjinteger=1oneninteger ffunction⁡(z⁢timesωjinteger) =equalszninteger⁢timesTlinear mapninteger⁢times(1one-minuszninteger⁢timesTlinear mapninteger)−⁢1inverse . \[ \frac{1}{n}\sum_{j=1}^{n}{} f\mathopen{}\left( z{ω}_{j}\right)\mathclose{} = {z}^{n}{T}^{n}{\mathopen{}\left(1-{z}^{n}{T}^{n}\right)\mathclose{}}^{-1} \text{.} \]

Given εpositive real number>greater than0zero \( ε\gt 0 \) there exists δpositive real number>greater than0zero \( δ\gt 0 \) such that ‖ffunction⁡(z1one)-minusffunction⁡(z2two)‖<less thanεpositive real number \( \mathopen{}\left\lVert{}f\mathopen{}\left( {z}_{1}\right)\mathclose{}-f\mathopen{}\left( {z}_{2}\right)\mathclose{}\right\rVert\mathclose{}\lt ε \) whenever |modulusz1one-minusz2two|modulus<less thanδpositive real number \( \mathopen{}\left\lvert{}{z}_{1}-{z}_{2}\right\rvert\mathclose{}\lt δ \). Take μpositive real number\( μ \) with μpositive real number>greater thanν \( μ\gt ν \) and 1oneμpositive real number-minus1oneν<less thanδpositive real number \( \frac{1}{μ}-\frac{1}{ν}\lt δ \). We have |modulusν−⁢1inverse⁢timesωjinteger-minusμpositive real number−⁢1inverse⁢timesωjinteger|modulus<less thanδpositive real number \( \mathopen{}\left\lvert{}{ν}^{-1}{ω}_{j}-{μ}^{-1}{ω}_{j}\right\rvert\mathclose{}\lt δ \), and hence ‖ffunction⁡(ν−⁢1inverse⁢timesωjinteger)-minusffunction⁡(μpositive real number−⁢1inverse⁢timesωjinteger)‖<less thanεpositive real number \( \mathopen{}\left\lVert{}f\mathopen{}\left( {ν}^{-1}{ω}_{j}\right)\mathclose{}-f\mathopen{}\left( {μ}^{-1}{ω}_{j}\right)\mathclose{}\right\rVert\mathclose{}\lt ε \), for 1one≤less than or equal tojinteger≤less than or equal toninteger \( 1\leq j\leq n \). It follows from Equation II.B that (II.C) ‖normν−⁢ninteger⁢timesTlinear mapninteger⁢times(1one-minusν−⁢ninteger⁢timesTlinear mapninteger)−⁢1inverse-minusμpositive real number−⁢ninteger⁢timesTlinear mapninteger⁢times(1one-minusμpositive real number−⁢ninteger⁢timesTlinear mapninteger)−⁢1inverse‖norm<less thanεpositive real number . \[ \mathopen{}\left\lVert{}{ν}^{{-}n}{T}^{n}{\mathopen{}\left(1-{ν}^{{-}n}{T}^{n}\right)\mathclose{}}^{-1}-{μ}^{{-}n}{T}^{n}{\mathopen{}\left(1-{μ}^{{-}n}{T}^{n}\right)\mathclose{}}^{-1}\right\rVert\mathclose{}\lt ε \text{.} \]

Equation II.C holds for every ninteger\( n \). Because μpositive real number>greater thanlimlimitninteger ‖Tlinear mapninteger‖ 1oneninteger \( μ\gt \lim_{n}{} {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}} \) we have ‖Tlinear mapninteger‖ 1oneninteger ≤less than or equal torreal number<less thanμpositive real number \( {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}}\leq r\lt μ \) for sufficiently large ninteger\( n \). Thus ‖Tlinear mapninteger‖≤less than or equal torreal numberninteger \( \mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}\leq {r}^{n} \), ‖μpositive real number−⁢ninteger⁢timesTlinear mapninteger‖≤less than or equal to(rreal numberμpositive real number)ninteger→converges to0zero \( \mathopen{}\left\lVert{}{μ}^{{-}n}{T}^{n}\right\rVert\mathclose{}\leq {\mathopen{}\left(\frac{r}{μ}\right)\mathclose{}}^{n} \to 0 \). So μpositive real number−⁢ninteger⁢timesTlinear mapninteger→converges to0zero \( {μ}^{{-}n}{T}^{n} \to 0 \) and μpositive real number−⁢ninteger⁢timesTlinear mapninteger⁢times(1one-minusμpositive real number−⁢ninteger⁢timesTlinear mapninteger)−⁢1inverse→converges to0zero \( {μ}^{{-}n}{T}^{n}{\mathopen{}\left(1-{μ}^{{-}n}{T}^{n}\right)\mathclose{}}^{-1} \to 0 \). By Equation II.C, ‖ν−⁢ninteger⁢timesTlinear mapninteger⁢times(1one-minusν−⁢ninteger⁢timesTlinear mapninteger)−⁢1inverse‖<less thanεpositive real number \( \mathopen{}\left\lVert{}{ν}^{{-}n}{T}^{n}{\mathopen{}\left(1-{ν}^{{-}n}{T}^{n}\right)\mathclose{}}^{-1}\right\rVert\mathclose{}\lt ε \) for sufficiently large ninteger\( n \), so ν−⁢ninteger⁢timesTlinear mapninteger⁢times(1one-minusν−⁢ninteger⁢timesTlinear mapninteger)−⁢1inverse→converges to0zero \( {ν}^{{-}n}{T}^{n}{\mathopen{}\left(1-{ν}^{{-}n}{T}^{n}\right)\mathclose{}}^{-1} \to 0 \). Notice 1one=equals(1one-minusν−⁢ninteger⁢timesTlinear mapninteger)⁢times(1one-minusν−⁢ninteger⁢timesTlinear mapninteger)−⁢1inverse=equals(1one-minusν−⁢ninteger⁢timesTlinear mapninteger)−⁢1inverse-minus(ν−⁢ninteger⁢timesTlinear mapninteger)⁢times(1one-minusν−⁢ninteger⁢timesTlinear mapninteger)−⁢1inverse \( 1= \mathopen{}\left(1-{ν}^{{-}n}{T}^{n}\right)\mathclose{}{\mathopen{}\left(1-{ν}^{{-}n}{T}^{n}\right)\mathclose{}}^{-1}= {\mathopen{}\left(1-{ν}^{{-}n}{T}^{n}\right)\mathclose{}}^{-1}-\mathopen{}\left({ν}^{{-}n}{T}^{n}\right)\mathclose{}{\mathopen{}\left(1-{ν}^{{-}n}{T}^{n}\right)\mathclose{}}^{-1} \). But (ν−⁢ninteger⁢timesTlinear mapninteger)⁢times(1one-minusν−⁢ninteger⁢timesTlinear mapninteger)−⁢1inverse→converges to0zero \( \mathopen{}\left({ν}^{{-}n}{T}^{n}\right)\mathclose{}{\mathopen{}\left(1-{ν}^{{-}n}{T}^{n}\right)\mathclose{}}^{-1} \to 0 \) so (1one-minusν−⁢ninteger⁢timesTlinear mapninteger)−⁢1inverse→converges to1one \( {\mathopen{}\left(1-{ν}^{{-}n}{T}^{n}\right)\mathclose{}}^{-1} \to 1 \) implies ν−⁢ninteger⁢timesTlinear mapninteger→converges to0zero \( {ν}^{{-}n}{T}^{n} \to 0 \). However, ν≤less than or equal to ‖Tlinear mapninteger‖ 1oneninteger \( ν\leq {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}} \) for all ninteger\( n \), i.e. 1one≤less than or equal to ‖ν−⁢ninteger⁢timesTlinear mapninteger‖ 1oneninteger \( 1\leq {\mathopen{}\left\lVert{}{ν}^{{-}n}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}} \) for all ninteger\( n \), which is a contradiction.

Remark II.48

The argument above, which uses only algebraic manipulations and the rudiments of higher analysis, actually yields another proof that σ⁡(Tlinear map)≠not equal to∅empty set \( \mathop{\sigma}\mathopen{}\left( T\right)\mathclose{}\neq \emptyset \). Here's how. Begin by defining ν\( ν \) as an infimum and then proving Lemma II.46, which identifies ν\( ν \) as the corresponding limit. No knowledge of σ⁡(Tlinear map) \( \mathop{\sigma}\mathopen{}\left( T\right)\mathclose{} \) is needed for this. It is easy to see that if |modulusλcomplex number|modulus>greater thanν \( \mathopen{}\left\lvert{}λ\right\rvert\mathclose{}\gt ν \), then λcomplex number-minusTlinear map \( λ-T \) is invertible. (Indeed, let Aself-adjoint operator=equals1oneλcomplex number \( A= \frac{1}{λ} \). Then ‖Aself-adjoint operatorninteger‖<less than1one \( \mathopen{}\left\lVert{}{A}^{n}\right\rVert\mathclose{}\lt 1 \) which makes 1one-minusAself-adjoint operatorninteger \( 1-{A}^{n} \) invertible. Since 1one-minusAself-adjoint operatorninteger=equals(1one-minusAself-adjoint operator)⁢times(1one+plusAself-adjoint operator+plus⋯+plusAself-adjoint operatorninteger-minus1one) \( 1-{A}^{n}= \mathopen{}\left(1-A\right)\mathclose{}\mathopen{}\left(1+A+\dotsb+{A}^{n-1}\right)\mathclose{} \), we conclude that 1one-minusAself-adjoint operator \( 1-A \) is invertible.) Observe as well that if Tlinear map\( T \) is invertible, then for all ninteger\( n \) 1one=equals‖I‖=equals ‖Tlinear mapninteger⁢timesTlinear map−⁢ninteger‖ 1oneninteger ≤less than or equal to ‖Tlinear mapninteger‖ 1oneninteger ⁢times ‖Tlinear map−⁢ninteger‖ 1oneninteger , \[ 1= \mathopen{}\left\lVert{}I\right\rVert\mathclose{}= {\mathopen{}\left\lVert{}{T}^{n}{T}^{{-}n}\right\rVert\mathclose{}}^{\frac{1}{n}}\leq {\mathopen{}\left\lVert{}{T}^{n}\right\rVert\mathclose{}}^{\frac{1}{n}}{\mathopen{}\left\lVert{}{T}^{{-}n}\right\rVert\mathclose{}}^{\frac{1}{n}} \text{,} \] so ν⁡(Tlinear map)⁢timesν⁡(Tlinear map−⁢1inverse)≥greater than or equal to1one \( ν\mathopen{}\left( T\right)\mathclose{}ν\mathopen{}\left( {T}^{-1}\right)\mathclose{}\geq 1 \). It follows that if ν⁡(Tlinear map)=equals0zero \( ν\mathopen{}\left( T\right)\mathclose{}= 0 \), then Tlinear map\( T \) is not invertible, i.e., 0zero∈element ofσ⁡(Tlinear map) \( 0\in \mathop{\sigma}\mathopen{}\left( T\right)\mathclose{} \). Stripped of all mention of ρ⁡(Tlinear map) \( \mathop{\rho}\mathopen{}\left( T\right)\mathclose{} \) or σ⁡(Tlinear map) \( \mathop{\sigma}\mathopen{}\left( T\right)\mathclose{} \), the calculations in the proof of 2.20 now show that if ν>greater than0zero \( ν\gt 0 \), then there must be a z\( z \) of modulus 1oneν \( \frac{1}{ν} \) such that 1one-minusz⁢timesTlinear map \( 1-zT \) is noninvertible, so 1onez \( \frac{1}{z} \) belongs to σ⁡(Tlinear map) \( \mathop{\sigma}\mathopen{}\left( T\right)\mathclose{} \).

Back to our Hilbert space HHilbert space\( H \).

Proposition II.49

‖Tlinear map‖2two=equals‖Tlinear map*⁢timesTlinear map‖ \( {\mathopen{}\left\lVert{}T\right\rVert\mathclose{}}^{2}= \mathopen{}\left\lVert{} T^{*}T\right\rVert\mathclose{} \) for all Tlinear map∈element ofℒbounded linear operators⁡(HHilbert space) \( T\in \mathcal{L}\mathopen{}\left( H\right)\mathclose{} \).

Proof. ‖Tlinear map*⁢timesTlinear map‖≤less than or equal to‖Tlinear map*‖⁢times‖Tlinear map‖=equals‖Tlinear map2two‖ \( \mathopen{}\left\lVert{} T^{*}T\right\rVert\mathclose{}\leq \mathopen{}\left\lVert{} T^{*}\right\rVert\mathclose{}\mathopen{}\left\lVert{}T\right\rVert\mathclose{}= \mathopen{}\left\lVert{}{T}^{2}\right\rVert\mathclose{} \). Moreover, ‖Tlinear map2two‖=equalssupsupremum‖xvector‖=equals1one‖Tlinear map⁡(xvector)‖2two=equalssupsupremum‖xvector‖=equals1one〈Tlinear map⁡(xvector), Tlinear map⁡(xvector)〉=equalssupsupremum‖xvector‖=equals1one〈Tlinear map*⁡(Tlinear map⁡(xvector)), xvector〉≤less than or equal tosupsupremum‖xvector‖=equals1one‖Tlinear map*⁡(Tlinear map⁡(xvector))‖⁢times‖xvector‖=equals‖Tlinear map*⁡(Tlinear map)‖ . \[ \mathopen{}\left\lVert{}{T}^{2}\right\rVert\mathclose{}= \sup_{\mathopen{}\left\lVert{}x\right\rVert\mathclose{}= 1}{}{\mathopen{}\left\lVert{}T\mathopen{}\left( x\right)\mathclose{}\right\rVert\mathclose{}}^{2}= \sup_{\mathopen{}\left\lVert{}x\right\rVert\mathclose{}= 1}{}\mathopen{}\left\langle{}T\mathopen{}\left( x\right)\mathclose{}, T\mathopen{}\left( x\right)\mathclose{}\right\rangle\mathclose{}= \sup_{\mathopen{}\left\lVert{}x\right\rVert\mathclose{}= 1}{}\mathopen{}\left\langle{} T^{*}\mathopen{}\left( T\mathopen{}\left( x\right)\mathclose{}\right)\mathclose{}, x\right\rangle\mathclose{}\leq \sup_{\mathopen{}\left\lVert{}x\right\rVert\mathclose{}= 1}{}\mathopen{}\left\lVert{} T^{*}\mathopen{}\left( T\mathopen{}\left( x\right)\mathclose{}\right)\mathclose{}\right\rVert\mathclose{}\mathopen{}\left\lVert{}x\right\rVert\mathclose{}= \mathopen{}\left\lVert{} T^{*}\mathopen{}\left( T\right)\mathclose{}\right\rVert\mathclose{} \text{.} \]

Definition II.50

An operator Tlinear map∈element ofℒbounded linear operators⁡(HHilbert space) \( T\in \mathcal{L}\mathopen{}\left( H\right)\mathclose{} \) is called normal if Tlinear map*⁢timesTlinear map=equalsTlinear map⁢timesTlinear map* \( T^{*}T= T T^{*} \).

Example II.51

The multiplication operator by a bounded measurable function on L2Lebesgue space⁡(Ωmeasure space) \( \mathrm{L}^{\mathrm{2}}\mathopen{}\left( Ω\right)\mathclose{} \) is a basic model.

Proposition II.52

If Tlinear map\( T \) is normal then ‖Tlinear map‖=equalsρ⁡(Tlinear map) \( \mathopen{}\left\lVert{}T\right\rVert\mathclose{}= \mathop{\rho}\mathopen{}\left( T\right)\mathclose{} \).

Proof. Notice that ‖Tlinear map2two‖2two=equals‖(Tlinear map2two)*⁢timesTlinear map2two‖=equals‖(Tlinear map*⁢timesTlinear map*)⁢times(Tlinear map⁢timesTlinear map)‖=equals‖(Tlinear map*⁢timesTlinear map)⁢times(Tlinear map*⁢timesTlinear map)‖=equals ‖Tlinear map*⁢timesTlinear map‖ 2two =equals (‖Tlinear map‖2two) 2two \[ {\mathopen{}\left\lVert{}{T}^{2}\right\rVert\mathclose{}}^{2}= \mathopen{}\left\lVert{} \mathopen{}\left({T}^{2}\right)\mathclose{}^{*}{T}^{2}\right\rVert\mathclose{}= \mathopen{}\left\lVert{}\mathopen{}\left( T^{*} T^{*}\right)\mathclose{}\mathopen{}\left(TT\right)\mathclose{}\right\rVert\mathclose{}= \mathopen{}\left\lVert{}\mathopen{}\left( T^{*}T\right)\mathclose{}\mathopen{}\left( T^{*}T\right)\mathclose{}\right\rVert\mathclose{}= {\mathopen{}\left\lVert{} T^{*}T\right\rVert\mathclose{}}^{2}= {\mathopen{}\left({\mathopen{}\left\lVert{}T\right\rVert\mathclose{}}^{2}\right)\mathclose{}}^{2} \] so ‖Tlinear map2two‖=equals‖Tlinear map‖2two \( \mathopen{}\left\lVert{}{T}^{2}\right\rVert\mathclose{}= {\mathopen{}\left\lVert{}T\right\rVert\mathclose{}}^{2} \) for all normal operators. Tlinear map\( T \) normal implies Tlinear map2two \( {T}^{2} \) normal implies ‖Tlinear map4four‖=equals‖Tlinear map2two‖2two=equals‖Tlinear map‖4four \( \mathopen{}\left\lVert{}{T}^{4}\right\rVert\mathclose{}= {\mathopen{}\left\lVert{}{T}^{2}\right\rVert\mathclose{}}^{2}= {\mathopen{}\left\lVert{}T\right\rVert\mathclose{}}^{4} \) etc., for all ninteger\( n \). ‖Tlinear map2two⁢timesninteger‖ 1one2two⁢timesninteger =equals‖Tlinear map‖ \( {\mathopen{}\left\lVert{}{T}^{2n}\right\rVert\mathclose{}}^{\frac{1}{2n}}= \mathopen{}\left\lVert{}T\right\rVert\mathclose{} \). Let ninteger→converges to∞infinity \( n \to \infty \), to get ρ⁡(Tlinear map)=equals‖Tlinear map‖ \( \mathop{\rho}\mathopen{}\left( T\right)\mathclose{}= \mathopen{}\left\lVert{}T\right\rVert\mathclose{} \).


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