Section II.7

The Spectral Theorem and Functional Calculus for Compact Normal Operators

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Problem II.7.1

If {Pn}\left\{ P_{n}\right\} is a sequence of pairwise orthogonal nonzero projections and P=∑PnP = \sum P_{n}, show that ∥P−∑j=1nPj∥=1\left\| P - \sum_{j=1}^{n} P_{j}\right\| = 1 for all nn.

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Problem II.7.2

If H\mathcal{H} is separable, show that the definitions of a diagonalizable operator in (4.6) and (7.3) are equivalent.

Proposition 4.6 (context): Let H\mathcal{H} be a separable Hilbert space with basis {en}\left\{ e_{n}\right\}; let {αn}⊆F\left\{ \alpha_{n}\right\} \subseteq \mathbb {F} with M=sup⁡{∣αn∣:n≥1}<∞M = \sup \left\{ \left|\alpha_{n}\right|: n \geq 1\right\} < \infty. If Aen=αnenAe_{n} = \alpha_{n} e_{n} for all nn, then AA extends by linearity to a bounded operator on H\mathcal{H} with ∥A∥=M\left\| A\right\| = M. The operator AA is compact if and only if αn→0\alpha_{n} \rightarrow 0 as n→∞n \rightarrow \infty. (Such an operator AA is said to be diagonalizable.)

(7.3) (context): An operator AA on H\mathcal{H} is diagonalizable if there is a partition of the identity on H\mathcal{H}, {Pi:i∈I}\left\{ P_{i}: i \in I\right\}, and a family of scalars {αi:i∈I}\left\{ \alpha_{i}: i \in I\right\} such that sup⁡i∣αi∣<∞\sup_{i} \left|\alpha_{i}\right| < \infty and Ah=αihAh = \alpha_{i} h whenever h∈ran⁡Pih \in \operatorname {ran} P_{i}.

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Problem II.7.3

If A=∑αiPiA = \sum \alpha_{i} P_{i} as in (7.3), show that AA is compact if and only if:

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(a)

αi=0\alpha_{i} = 0 for all but a countable number of ii;

(b)

PiP_{i} has finite rank whenever αi≠0\alpha_{i} \neq 0;

(c)

if {α1,α2,…}={αi:αi≠0}\left\{ \alpha_{1}, \alpha_{2}, \ldots \right\} = \left\{ \alpha_{i}: \alpha_{i} \neq 0\right\}, then αn→0\alpha_{n} \rightarrow 0 as n→∞n \rightarrow \infty.

(7.3) (context): An operator AA on H\mathcal{H} is diagonalizable if there is a partition of the identity on H\mathcal{H}, {Pi:i∈I}\left\{ P_{i}: i \in I\right\}, and a family of scalars {αi:i∈I}\left\{ \alpha_{i}: i \in I\right\} such that sup⁡i∣αi∣<∞\sup_{i} \left|\alpha_{i}\right| < \infty and Ah=αihAh = \alpha_{i} h whenever h∈ran⁡Pih \in \operatorname {ran} P_{i}.

Problem II.7.4

Prove Proposition 7.4: An operator AA on H\mathcal{H} is diagonalizable if and only if there is an orthonormal basis for H\mathcal{H} consisting of eigenvectors for AA.

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Problem II.7.5

If A=⊕iαiPiA = \oplus_{i} \alpha_{i} P_{i}, show that A∗=⊕iαi‾PiA^{*} = \oplus_{i} \overline{\alpha_{i}} P_{i}, AA is normal, and ∥A∥=sup⁡{∣αi∣:i∈I}\left\| A\right\| = \sup \left\{ \left|\alpha_{i}\right|: i \in I\right\}.

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Problem II.7.6

Give the remaining details in the proof of (7.6).

Theorem 7.6 (Spectral Theorem for Compact Normal Operators, context): If TT is a compact normal operator on the complex Hilbert space H\mathcal{H}, then TT has only a countable number of distinct eigenvalues. If {λ1,λ2,…}\left\{ \lambda_{1}, \lambda_{2}, \ldots \right\} are the distinct nonzero eigenvalues of TT, and PnP_{n} is the projection of H\mathcal{H} onto ker⁡(T−λn)\ker (T-\lambda_{n}), then PnPm=PmPn=0P_{n} P_{m} = P_{m} P_{n} = 0 if n≠mn \neq m and

T=∑n=1∞λnPn, T = \sum _{n=1}^{\infty } \lambda _{n} P_{n},

where this series converges to TT in the metric defined by the norm on B(H)\mathcal{B}(\mathcal{H}).

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Problem II.7.7

If A∈B(H)A \in \mathcal{B}(\mathcal{H}) and AT=TAAT=TA for every compact operator TT, show that AA is a multiple of the identity operator.

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Problem II.7.8

Suppose TT is a compact normal operator on a C\mathbb {C}-Hilbert space such that dim⁡ker⁡(T−λ)≤1\dim \ker (T-\lambda ) \leq 1 for all λ\lambda in C\mathbb {C}. Show that if A∈B(H)A \in \mathcal{B}(\mathcal{H}) and AT=TAAT=TA, then A=ϕ(T)A = \phi (T) for some ϕ\phi in l∞(C)l^{\infty }(\mathbb {C}).

Definition 7.10 (context): Denote by l∞(C)l^{\infty }(\mathbb {C}) all the bounded functions ϕ:C→C\phi : \mathbb {C} \rightarrow \mathbb {C}. If TT is a compact normal operator satisfying T=∑n=1∞λnPnT = \sum_{n=1}^{\infty } \lambda_{n} P_{n} (7.7), define ϕ(T):H→H\phi (T): \mathcal{H} \rightarrow \mathcal{H} by

ϕ(T)=∑n=1∞ϕ(λn)Pn+ϕ(0)P0, \phi (T) = \sum _{n=1}^{\infty } \phi (\lambda _{n}) P_{n} + \phi (0) P_{0},

where P0P_{0} is the projection of H\mathcal{H} onto ker⁡T\ker T.

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Problem II.7.9

Prove a converse to Exercise 8: if TT is a compact normal operator such that {A∈B(H):AT=TA}={ϕ(T):ϕ∈l∞(C)}\left\{ A \in \mathcal{B}(\mathcal{H}): AT=TA\right\} = \left\{ \phi (T): \phi \in l^{\infty }(\mathbb {C})\right\}, then dim⁡ker⁡(T−λ)≤1\dim \ker (T-\lambda ) \leq 1 for all λ\lambda in C\mathbb {C}.

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Problem II.7.10

Let TT be a compact normal operator and show that dim⁡ker⁡(T−λ)≤1\dim \ker (T-\lambda ) \leq 1 for all λ\lambda in C\mathbb {C} if and only if there is a vector hh in H\mathcal{H} such that {p(T)h:p is a polynomial in one variable}\left\{ p(T)h: p \text{ is a polynomial in one variable}\right\} is dense in H\mathcal{H}. (Such a vector hh is called a cyclic vector for TT.)

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Problem II.7.11

If λ∈C\lambda \in \mathbb {C}, let δλ\delta_{\lambda } be the unit point mass at λ\lambda; that is, δλ\delta_{\lambda } is the measure on C\mathbb {C} such that δλ(Δ)=1\delta_{\lambda }(\Delta ) = 1 if λ∈Δ\lambda \in \Delta and δλ(Δ)=0\delta_{\lambda }(\Delta ) = 0 if λ∉Δ\lambda \notin \Delta. If {λ1,λ2,…}\left\{ \lambda_{1}, \lambda_{2}, \ldots \right\} is a bounded sequence of distinct complex numbers and {αn}\left\{ \alpha_{n}\right\} is a sequence of real numbers with αn>0\alpha_{n} > 0 and ∑nαn<∞\sum_{n} \alpha_{n} < \infty, let μ=∑n=1∞αnδλn\mu = \sum_{n=1}^{\infty } \alpha_{n} \delta_{\lambda_{n}}; so μ\mu is a finite measure. If ϕ∈l∞(C)\phi \in l^{\infty }(\mathbb {C}), let MϕM_{\phi } be the multiplication operator on L2(μ)L^{2}(\mu ). Define T:L2(μ)→L2(μ)T: L^{2}(\mu ) \rightarrow L^{2}(\mu ) by (Tf)(λn)=λnf(λn)(Tf)(\lambda_{n}) = \lambda_{n} f(\lambda_{n}). Prove:

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(a)

TT is a normal operator;

(b)

TT has a cyclic vector (see Exercise 10);

(c)

if A∈B(H)A \in \mathcal{B}(\mathcal{H}) and AT=TAAT=TA, then A=MϕA = M_{\phi } for some ϕ\phi in l∞(C)l^{\infty }(\mathbb {C});

(d)

TT is compact if and only if λn→0\lambda_{n} \rightarrow 0;

(e)

if TT is compact, find all of the cyclic vectors for TT;

(f)

if TT is compact, find the decomposition (7.7) for TT.

Problem II.7.12

Using the notation of Theorem 7.11, give necessary and sufficient conditions on TT and ϕ\phi that ϕ(T)\phi (T) be compact. (Hint: consider separately the cases where ker⁡T\ker T is finite or infinite dimensional.)

Definition 7.10 (context): Denote by l∞(C)l^{\infty }(\mathbb {C}) all the bounded functions ϕ:C→C\phi : \mathbb {C} \rightarrow \mathbb {C}. If TT is a compact normal operator satisfying T=∑n=1∞λnPnT = \sum_{n=1}^{\infty } \lambda_{n} P_{n} (7.7), define ϕ(T):H→H\phi (T): \mathcal{H} \rightarrow \mathcal{H} by

ϕ(T)=∑n=1∞ϕ(λn)Pn+ϕ(0)P0, \phi (T) = \sum _{n=1}^{\infty } \phi (\lambda _{n}) P_{n} + \phi (0) P_{0},

where P0P_{0} is the projection of H\mathcal{H} onto ker⁡T\ker T.

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Problem II.7.13

Prove the uniqueness part of Theorem 7.16: If TT is a positive compact operator, then there is a unique positive compact operator AA such that A2=TA^{2} = T.

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Problem II.7.14

If T∈B(H)T \in \mathcal{B}(\mathcal{H}), show that T∗T≥0T^{*}T \geq 0.

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Problem II.7.15

Let TT be a compact normal operator and show that there is a compact positive operator AA and a unitary operator UU such that T=UA=AUT = UA = AU. discuss the uniqueness of AA and UU.

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Problem II.7.16

Let T∈B0(H)T \in \mathcal{B}_{0}(\mathcal{H}) and let AA be the unique positive square root of T∗TT^{*}T [(7.16) and Exercise 14].

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(a)

Show that ∥Ah∥=∥Th∥\left\| Ah\right\| = \left\| Th\right\| for all hh in H\mathcal{H}.

(b)

Show that there is a unique oprator UU such that ∥Uh∥=∥h∥\left\| Uh\right\| = \left\| h\right\| when h⊥ker⁡Th \perp \ker T, Uh=0Uh=0 when h∈ker⁡Th \in \ker T, and UA=TUA=T.

(c)

If UU and AA are as in (a) and (b), show that T=AUT=AU if and only if TT is normal.

Problem II.7.17

Prove the following uniqueness statement for the functional calculus (7.11). If TT is a compact normal operator on a C\mathbb {C}-Hilbert space H\mathcal{H} and τ:l∞(C)→B(H)\tau : l^{\infty }(\mathbb {C}) \rightarrow \mathcal{B}(\mathcal{H}) is a multiplicative linear map such that ∥τ(ϕ)∥=sup⁡{∣ϕ(λ)∣:λ∈σp(T)}\left\| \tau (\phi )\right\| = \sup \left\{ \left|\phi (\lambda )\right|: \lambda \in \sigma_{p}(T)\right\}, τ(1)=1\tau (1) = 1, and τ(ψ)=T\tau (\psi ) = T whenever ψ(z)=z\psi (z) = z on σp(T)∪{0}\sigma_{p}(T) \cup \left\{ 0\right\}, then τ(ϕ)=ϕ(T)\tau (\phi ) = \phi (T) for every ϕ\phi in l∞(C)l^{\infty }(\mathbb {C}).

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