Chapter 3

Hilbert Spaces

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Problem 24

Let MM be a closed subspace of a Hilbert space HH. Prove that:

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(a)

(M⊥)⊥=M\left(M^{\perp }\right)^{\perp } = M.

(b)

If codim⁡M:=dim⁡H/M=1\operatorname {codim} M: = \operatorname {dim} H / M = 1 then dim⁡M⊥=1\operatorname {dim} M^{\perp } = 1.

Problem 25

Let T:H1→H2T: H_{1} \rightarrow H_{2} be an isometry of two Hilbert spaces H1H_{1} and H2H_{2}, i.e., ∥Tx∥=∥x∥\left\| T x\right\| = \left\| x\right\| for every x∈H1x \in H_{1}. Prove that

⟨Tx,Ty⟩=⟨x,y⟩ for every x,y∈H1. \langle T x, T y\rangle = \langle x, y\rangle \quad \text{ for every } x, y \in H_{1}.
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Problem 26

Let CC be a closed convex set in a Hilbert space HH. Show that CC contains a unique element of minimal norm.

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Problem 27

Let 1≤p<∞1 \leq p < \infty. Prove that ℓp\ell^{p} is a Hilbert space if and only if p=2p = 2.

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Problem 28

Consider the Hilbert space H=L2[−1,1]H = L^{2}[-1,1] equipped with the usual scalar product:

⟨x,y⟩=∫−11x(t)‾y(t)dt,x,y∈H \langle x, y\rangle = \int _{-1}^{1} \overline{x(t)} y(t) d t, \quad x, y \in H

Let M={x∈H:∫−11x(t)dt=0}M = \left\{ x \in H: \int_{-1}^{1} x(t) d t = 0\right\}.

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(a)

Show that MM is closed in HH. Find M⊥M^{\perp }.

(b)

Calculate the distance from yy to MM for y(t)=t2y(t) = t^{2}.

Problem 29

Consider the Hilbert space H=L2[−1,1]H = L^{2}[-1,1] equipped with the usual scalar product:

⟨f,g⟩=∫−11f(t)‾g(t)dt,f,g∈H. \langle f, g\rangle = \int _{-1}^{1} \overline{f(t)} g(t) d t, \quad f, g \in H.

Let E={x∈H:f(−t)=f(t),t∈[−1,1]}E = \left\{ x \in H: f(-t) = f(t), \quad t \in [-1,1]\right\}.

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(a)

Show that EE is closed in HH. Find E⊥E^{\perp }.

(b)

Calculate the distance from hh to EE for h(t)=eth(t) = e^{t}.

Problem 30

Let HH be a Hilbert space and MM be a closed subspace of HH. Denoting by PP : H→MH \rightarrow M the orthogonal projection of HH onto MM, prove that, for any x,y∈Hx, y \in H,

⟨Px,y⟩=⟨x,Py⟩. \langle P x, y\rangle = \langle x, P y\rangle .

(This is telling us that PP is self-adjoint).

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Problem 31

Let HH be a Hilbert space and A⊂HA \subset H a closed convex non-empty set. Prove that PA:H→HP_{A}: H \rightarrow H is non-expansive, i.e.,

∥PA(x)−PA(y)∥≤∥x−y∥,∀x,y∈H. \left\| P_{A}(x)-P_{A}(y)\right\| \leq \left\| x-y\right\| , \quad \forall x, y \in H.

(PAP_{A} is the orthogonal projection on AA).

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Problem 32

Let XX be a Hilbert space, and G1⊂G2⊂…⊂Gn⊂…G_{1} \subset G_{2} \subset \ldots \subset G_{n} \subset \ldots be a sequence of closed linear subspaces of XX. Let

G=Span⁡(⋃n∈NGn)‾. G = \overline{\operatorname {Span}\left(\bigcup _{n \in \mathbb {N}} G_{n}\right)}.
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(a)

Prove that d(x,G)=lim⁡n→∞d(x,Gn),∀x∈Xd(x, G) = \lim_{n \rightarrow \infty } d\left(x, G_{n}\right), \forall x \in X.

(b)

Prove that PG(x)=lim⁡n→∞PGn(x),∀x∈XP_{G}(x) = \lim_{n \rightarrow \infty } P_{G_{n}}(x), \forall x \in X. Note: PGP_{G} is the orthogonal projection of XX on GG.

Problem 33

Let HH be a Hilbert space.

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(a)

Prove that for any two subspaces M,NM, N of HH we have

(M+N)⊥=M⊥∩N⊥ (M+N)^{\perp } = M^{\perp } \cap N^{\perp }
(b)

Prove that for any two closed subspaces E,FE, F of HH we have

(E∩F)⊥=E⊥+F⊥‾ (E \cap F)^{\perp } = \overline{E^{\perp }+F^{\perp }}
Remark.
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Why in question (b) must EE and FF be closed?

Problem 34

A system {xi}i∈N\left\{ x_{i}\right\}_{i \in \mathbb {N}} in a normed space XX is called a complete system if Span⁡{∑i=1nαixi:∀n∈N,αi∈F}\operatorname {Span}\left\{ \sum_{i = 1}^{n} \alpha_{i} x_{i}: \quad \forall n \in \mathbb {N}, \alpha_{i} \in \mathbb {F}\right\} is dense on XX. If {xi}i∈N\left\{ x_{i}\right\}_{i \in \mathbb {N}} is a complete system in a Hilbert space HH and x⊥xix \perp x_{i} for every ii, show that x=0x = 0.

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Problem 35

Let HH be a Hilbert space and {φi}i=1∞\left\{ \varphi_{i}\right\}_{i = 1}^{\infty } an orthonormal system in HH. Show that

∥φn−φm∥=2 for m≠n. \left\| \varphi _{n}-\varphi _{m}\right\| = \sqrt{2} \text{ for } m \neq n.
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Problem 36

Let {ei}i∈N\left\{ e_{i}\right\}_{i \in \mathbb {N}} be an orthonormal set in a Hilbert space H. Prove that

∑i=1∞∣⟨x,ei⟩⟨y,ei⟩∣≤∥x∥∥y∥,∀x,y∈H \sum _{i = 1}^{\infty }\left| \left\langle x, e_{i} \right\rangle \left\langle y, e_{i} \right\rangle \right| \leq \left\| x\right\| \left\| y\right\| , \quad \forall x, y \in H
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Problem 37

Let HH be a Hilbert space and AA and BB be any two subsets of HH. Show that

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(a)

A⊥A^{\perp } is a closed subspace of HH.

(b)

A⊂(A⊥)⊥:=A⊥⊥A \subset \left(A^{\perp }\right)^{\perp }: = A^{\perp \perp }.

(c)

A⊂B⇒B⊥⊂A⊥A \subset B \Rightarrow B^{\perp } \subset A^{\perp }.

(d)

A⊥=Aˉ⊥=A⊥‾A^{\perp } = \bar{A}^{\perp } = \overline{A^{\perp }}.

Problem 38
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(a)

Show that M:={x=(xn)∈ℓ2:x2n=0,∀n∈N}M: = \left\{ x = \left(x_{n}\right) \in \ell^{2}: x_{2 n} = 0, \forall n \in \mathbb {N}\right\} is a closed subspace of the Hilbert space ℓ2\ell^{2}.

(b)

Find M⊥M^{\perp }.

Problem 39

Let VV be a subspace of a Hilbert space.

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(a)

Show that Vˉ⊥=V⊥\bar{V}^{\perp } = V^{\perp }.

(b)

Show that VV is dense in HH if and only if V⊥={0}V^{\perp } = \left\{ 0\right\}.

Problem 40

Prove that in any finite dimensional vector space, strong convergence and weak convergence are equivalent.

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Problem 41

Show that if the sequence (xn)(x_{n}) in a normed space XX is weakly convergent to x0∈Xx_{0} \in X, then

lim inf⁡n→∞∥xn∥≥∥x0∥. \liminf _{n \rightarrow \infty }\left\| x_{n}\right\| \geq \left\| x_{0}\right\| .
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Problem 42

Let XX and YY be normed spaces, T∈B(X,Y)T \in \mathcal{B}(X, Y) and (xn)\left(x_{n}\right) a sequence in XX. Show that if xn→wxx_{n} \xrightarrow {w} x, then Txn→wTxT x_{n} \xrightarrow {w} T x

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Problem 43

Let HH be a Hilbert space and (xn)\left(x_{n}\right) be a sequence in HH. Suppose xn→wxx_{n} \xrightarrow {w} x. Show that

lim⁡n→∞∥xn−x∥=0⟺∥x∥≥lim sup⁡n→∞∥xn∥(1) \lim _{n \rightarrow \infty }\left\| x_{n}-x\right\| = 0 \Longleftrightarrow \left\| x\right\| \geq \limsup _{n \rightarrow \infty }\left\| x_{n}\right\| \tag {1}
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