Section 10A

Adjoints and Invertibility

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Problem 10A.1

Define T:ℓ2→ℓ2T: \ell^{2} \rightarrow \ell^{2} by T(a1,a2,…)=(0,a1,a2,…)T\left(a_{1}, a_{2}, \ldots \right) = \left(0, a_{1}, a_{2}, \ldots \right). Find a formula for T∗T^{*}.

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Problem 10A.2

Suppose VV is a Hilbert space, UU is a closed subspace of VV, and T:U→VT: U \rightarrow V is defined by Tf=fT f = f. Describe the linear operator T∗:V→UT^{*}: V \rightarrow U.

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Problem 10A.3

Suppose VV and WW are Hilbert spaces and g∈V,h∈Wg \in V, h \in W. Define T∈B(V,W)T \in \mathcal{B}(V, W) by Tf=⟨f,g⟩hT f = \left\langle f, g \right\rangle h. Find a formula for T∗T^{*}.

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Problem 10A.4

Suppose VV and WW are Hilbert spaces and T∈B(V,W)T \in \mathcal{B}(V, W) has finite-dimensional range. Prove that T∗T^{*} also has finite-dimensional range.

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Problem 10A.5

Prove or give a counterexample: If VV is a Hilbert space and T:V→VT: V \rightarrow V is a bounded linear map such that dim⁡null⁡(T)<∞\operatorname {dim}\operatorname {null}(T)< \infty, then dim⁡null⁡(T∗)<∞\operatorname {dim}\operatorname {null}(T^{*}) < \infty.

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Problem 10A.6

Suppose TT is a bounded linear map from a Hilbert space VV to a Hilbert space WW. Prove that ∥T∗T∥=∥T∥2\left\| T^{*} T\right\| = \left\| T\right\|^{2}.

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Remark.
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This formula for ∥T∗T∥\left\| T^{*} T\right\| leads to the important subject of C∗C^{*}-algebras.

Problem 10A.7

Suppose VV is a Hilbert space and Inv⁡(V)\operatorname {Inv}(V) is the set of invertible bounded operators on VV. Think of Inv⁡(V)\operatorname {Inv}(V) as a metric space with the metric it inherits as a subset of B(V)\mathcal{B}(V). Show that T↦T−1T \mapsto T^{-1} is a continuous function from Inv⁡(V)\operatorname {Inv}(V) to Inv⁡(V)\operatorname {Inv}(V).

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Problem 10A.8

Suppose TT is a bounded operator on a Hilbert space.

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(a)

Prove that TT is left invertible if and only if T∗T^{*} is right invertible.

(b)

Prove that TT is invertible if and only if TT is both left and right invertible.

Problem 10A.9

Suppose b1,b2,…b_{1}, b_{2}, \ldots is a bounded sequence in F\mathbf{F}. Define a bounded linear map T:ℓ2→ℓ2T: \ell^{2} \rightarrow \ell^{2} by

T(a1,a2,…)=(a1b1,a2b2,…) T\left(a_{1}, a_{2}, \ldots \right) = \left(a_{1} b_{1}, a_{2} b_{2}, \ldots \right)
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(a)

Find a formula for T∗T^{*}.

(b)

Show that TT is injective if and only if bk≠0b_{k} \neq 0 for every k∈Nk \in \mathbb {N}.

(c)

Show that TT has dense range if and only if bk≠0b_{k} \neq 0 for every k∈Nk \in \mathbb {N}.

(d)

Show that TT has closed range if and only if

inf⁡{∣bk∣:k∈Nand bk≠0}>0. \inf \left\{ \left|b_{k}\right|: k \in \mathbb {N} \text{and } b_{k} \neq 0\right\} > 0.
(e)

Show that TT is invertible if and only if

inf⁡{∣bk∣:k∈N}>0 \inf \left\{ \left|b_{k}\right|: k \in \mathbb {N}\right\} > 0
Problem 10A.10

Suppose h∈L∞(R)h \in \mathcal{L}^{\infty }(\mathbb {R}) and Mh:L2(R)→L2(R)M_{h}: L^{2}(\mathbb {R}) \rightarrow L^{2}(\mathbb {R}) is the bounded operator defined by Mhf=fhM_{h} f = f h.

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(a)

Show that MhM_{h} is injective if and only if ∣{x∈R:h(x)=0}∣=0\left|\left\{ x \in \mathbb {R}: h(x) = 0\right\} \right| = 0.

(b)

Find a necessary and sufficient condition (in terms of hh) for MhM_{h} to have dense range.

(c)

Find a necessary and sufficient condition (in terms of hh) for MhM_{h} to have closed range.

(d)

Find a necessary and sufficient condition (in terms of hh) for MhM_{h} to be invertible.

Problem 10A.11
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(a)

Prove or give a counterexample: If TT is a bounded operator on a Hilbert space such that TT and T∗T^{*} are both injective, then TT is invertible.

(b)

Prove or give a counterexample: If TT is a bounded operator on a Hilbert space such that TT and T∗T^{*} are both surjective, then TT is invertible.

Problem 10A.12

Define T:ℓ2→ℓ2T: \ell^{2} \rightarrow \ell^{2} by T(a1,a2,a3,…)=(a2,a3,a4,…)T\left(a_{1}, a_{2}, a_{3}, \ldots \right) = \left(a_{2}, a_{3}, a_{4}, \ldots \right). Suppose α∈F\alpha \in \mathbf{F}.

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(a)

Prove that T−αIT-\alpha I is injective if and only if ∣α∣≥1\left|\alpha \right| \geq 1.

(b)

Prove that T−αIT-\alpha I is invertible if and only if ∣α∣>1\left|\alpha \right| > 1.

(c)

Prove that T−αIT-\alpha I is surjective if and only if ∣α∣≠1\left|\alpha \right| \neq 1.

(d)

Prove that T−αIT-\alpha I is left invertible if and only if ∣α∣>1\left|\alpha \right| > 1.

Problem 10A.13

Suppose VV is a Hilbert space.

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(a)

Show that LeftInv⁡(V):={T∈B(V):T is left invertible}\operatorname {LeftInv}(V) := \left\{ T \in \mathcal{B}(V): T \text{ is left invertible}\right\} is an open subset of B(V)\mathcal{B}(V).

(b)

Show that RightInv⁡(V):={T∈B(V):T is right invertible}\operatorname {RightInv}(V) := \left\{ T \in \mathcal{B}(V): T \text{ is right invertible}\right\} is an open subset of B(V)\mathcal{B}(V).

Problem 10A.14

Suppose TT is a bounded operator on a Hilbert space VV.

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(a)

Prove that TT is invertible if and only if TT has a unique left inverse. In other words, prove that TT is invertible if and only if there exists a unique S∈B(V)S \in \mathcal{B}(V) such that ST=IS T = I.

(b)

Prove that TT is invertible if and only if TT has a unique right inverse. In other words, prove that TT is invertible if and only if there exists a unique S∈B(V)S \in \mathcal{B}(V) such that TS=IT S = I.