Chapter 2.4

Elementary Hilbert Space Theory

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Problem 2.4.1

If MM is a closed subspace of HH, prove that M=(M⊥)⊥M = \left(M^{\perp }\right)^{\perp }. Is there a similar true statement for subspaces MM which are not necessarily closed?

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Problem 2.4.2

Let {xn:n=1,2,3,…}\left\{ x_{n}: n = 1,2,3, \ldots \right\} be a linearly independent set of vectors in HH. Show that the following construction yields an orthonormal set {un}\left\{ u_{n}\right\} such that {x1,…,xN}\left\{ x_{1}, \ldots , x_{N}\right\} and {u1,…,uN}\left\{ u_{1}, \ldots , u_{N}\right\} have the same span for all NN.

 Put u1=x1/∥x1∥. Having u1,…,un−1 define vn=xn−∑i=1n−1(xn,ui)ui,un=vn/∥vn∥ \begin{aligned} & \text{ Put } u_{1} = x_{1} /\left\| x_{1}\right\| \text{. Having } u_{1}, \ldots , u_{n-1} \text{ define } \\ & \qquad v_{n} = x_{n}-\sum _{i = 1}^{n-1}\left(x_{n}, u_{i}\right) u_{i}, \quad u_{n} = v_{n} /\left\| v_{n}\right\| \end{aligned}

Note that this leads to a proof of the existence of a maximal orthonormal set in separable Hilbert spaces which makes no appeal to the Hausdorff maximality principle. (A space is separable if it contains a countable dense subset).

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Problem 2.4.3

Show that Lp(T)L^{p}(T) is separable if 1≤p<∞1 \leq p < \infty, but that L∞(T)L^{\infty }(T) is not separable.

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Problem 2.4.4

Show that HH is separable if and only if HH contains a maximal orthonormal system which is at most countable.

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Problem 2.4.5

If M={x:Lx=0}M = \left\{ x: L x = 0\right\}, where LL is a continuous linear functional on HH, prove that M⊥M^{\perp } is a vector space of dimension 1 (unless M=HM = H).

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Problem 2.4.6

Let {un}(n=1,2,3,…)\left\{ u_{n}\right\} (n = 1,2,3, \ldots ) be an orthonormal set in HH. Show that this gives an example of a closed and bounded set which is not compact. Let QQ be the set of all x∈Hx \in H of the form

x=∑1∞cnun( where ∣cn∣≤1n) x = \sum _{1}^{\infty } c_{n} u_{n} \quad \left(\text{ where }\left|c_{n}\right| \leq \frac{1}{n}\right)

Prove that QQ is compact. (QQ is called the Hilbert cube).

More generally, let {δn}\left\{ \delta_{n}\right\} be a sequence of positive numbers, and let SS be the set of all x∈Hx \in H of the form

x=∑1∞cnun( where ∣cn∣≤δn) x = \sum _{1}^{\infty } c_{n} u_{n} \quad \left(\text{ where }\left|c_{n}\right| \leq \delta _{n}\right)

Prove that SS is compact if and only if ∑1∞δn2<∞\sum_{1}^{\infty } \delta_{n}^{2} < \infty. Prove that HH is not locally compact.

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Problem 2.4.7

Suppose {an}\left\{ a_{n}\right\} is a sequence of positive numbers such that ∑anbn<∞\sum a_{n} b_{n} < \infty whenever bn≥0b_{n} \geq 0 and ∑bn2<∞\sum b_{n}^{2} < \infty. Prove that ∑an2<∞\sum a_{n}^{2} < \infty.

Suggestion: If ∑an2=∞\sum a_{n}^{2} = \infty then there are disjoint sets Ek(k=1,2,3,…)E_{k}(k = 1,2,3, \ldots ) so that

∑n∈Ekan2>1 \sum _{n \in E_{k}} a_{n}^{2} > 1

Define bnb_{n} so that bn=ckanb_{n} = c_{k} a_{n} for n∈Ekn \in E_{k}. For suitably chosen ck,∑anbn=∞c_{k}, \sum a_{n} b_{n} = \infty although ∑bn2<∞\sum b_{n}^{2} < \infty.

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Problem 2.4.8

If H1H_{1} and H2H_{2} are two Hilbert spaces, prove that one of them is isomorphic to a subspace of the other. (Note that every closed subspace of a Hilbert space is a Hilbert space).

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Problem 2.4.9

If A⊂[0,2π]A \subset [0,2 \pi ] and AA is measurable, prove that

lim⁡n→∞∫Acos⁡nxdx=lim⁡n→∞∫Asin⁡nxdx=0 \lim _{n \rightarrow \infty } \int _{A} \cos n x d x = \lim _{n \rightarrow \infty } \int _{A} \sin n x d x = 0
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Problem 2.4.10

Let n1<n2<n3<⋯n_{1} < n_{2} < n_{3} < \cdots be positive integers, and let EE be the set of all x∈[0,2π]x \in [0,2 \pi ] at which {sin⁡nkx}\left\{ \sin n_{k} x\right\} converges. Prove that m(E)=0m(E) = 0. Hint: 2sin⁡2α=1−cos⁡2α2 \sin^{2} \alpha = 1-\cos 2 \alpha, so sin⁡nkx→±1/2\sin n_{k} x \rightarrow \pm 1 / \sqrt{2} a.e. on EE, by Exercise 9.

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Problem 2.4.11

Find a nonempty closed set EE in L2(T)L^{2}(T) that contains no element of smallest norm.

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Problem 2.4.12

The constants ckc_{k} in Sec. 4.24 were shown to be such that k−1ckk^{-1} c_{k} is bounded. Estimate the relevant integral more precisely and show that

0<lim⁡k→∞k−1/2ck<∞ 0 < \lim _{k \rightarrow \infty } k^{-1 / 2} c_{k} < \infty
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Problem 2.4.13

Suppose ff is a continuous function on R1\mathbb {R}^{1}, with period 1. Prove that

lim⁡N→∞1N∑n=1Nf(nα)=∫01f(t)dt \lim _{N \rightarrow \infty } \frac{1}{N} \sum _{n = 1}^{N} f(n \alpha ) = \int _{0}^{1} f(t) d t

for every irrational real number α\alpha. Hint : Do it first for

f(t)=exp⁡(2πikt),k=0,±1,±2,… f(t) = \exp (2 \pi i k t), \quad k = 0, \pm 1, \pm 2, \ldots
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Problem 2.4.14

Compute

min⁡a,b,c∫−11∣x3−a−bx−cx2∣2dx \min _{a, b, c} \int _{-1}^{1}\left|x^{3}-a-b x-c x^{2}\right|^{2} d x

and find

max⁡∫−11x3g(x)dx \max \int _{-1}^{1} x^{3} g(x) d x

where gg is subject to the restrictions

∫−11g(x)dx=∫−11xg(x)dx=∫−11x2g(x)dx=0;∫−11∣g(x)∣2dx=1 \int _{-1}^{1} g(x) d x = \int _{-1}^{1} x g(x) d x = \int _{-1}^{1} x^{2} g(x) d x = 0 ; \quad \int _{-1}^{1}\left|g(x)\right|^{2} d x = 1
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Problem 2.4.15

Compute

min⁡a,b,c∫0∞∣x3−a−bx−cx2∣2e−xdx \min _{a, b, c} \int _{0}^{\infty }\left|x^{3}-a-b x-c x^{2}\right|^{2} e^{-x} d x

State and solve the corresponding maximum problem, as in Exercise 14.

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Problem 2.4.16

If x0∈Hx_{0} \in H and MM is a closed linear subspace of HH, prove that

min⁡{∥x−x0∥:x∈M}=max⁡{∣(x0,y)∣:y∈M⊥,∥y∥=1} \min \left\{ \left\| x-x_{0}\right\| : x \in M\right\} = \max \left\{ \left|\left(x_{0}, y\right)\right|: y \in M^{\perp }, \left\| y\right\| = 1\right\}
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Problem 2.4.17

Show that there is a continuous one-to-one mapping γ\gamma of [0,1][0,1] into HH such that γ(b)−γ(a)\gamma (b)-\gamma (a) is orthogonal to γ(d)−γ(c)\gamma (d)-\gamma (c) whenever 0≤a≤b≤c≤d≤10 \leq a \leq b \leq c \leq d \leq 1. (γ\gamma may be called a "curve with orthogonal increments".) Hint: Take H=L2H = L^{2}, and consider characteristic functions of certain subsets of [0,1].

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Problem 2.4.18

Define us(t)=eistu_{s}(t) = e^{i s t} for all s∈R1,t∈R1s \in \mathbb {R}^{1}, t \in \mathbb {R}^{1}. Let XX be the complex vector space consisting of all finite linear combinations of these functions usu_{s}. If f∈Xf \in X and g∈Xg \in X, show that

(f,g)=lim⁡A→∞12A∫−AAf(t)g(t)‾dt (f, g) = \lim _{A \rightarrow \infty } \frac{1}{2 A} \int _{-A}^{A} f(t) \overline{g(t)} d t

exists. Show that this inner product makes XX into a unitary space whose completion is a nonseparable Hilbert space HH. Show also that {us:s∈R1}\left\{ u_{s}: s \in \mathbb {R}^{1}\right\} is a maximal orthonormal set in HH.

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Problem 2.4.19

Fix a positive integer NN, put ω=e2πi/N\omega = e^{2 \pi i / N}, prove the orthogonality relations

1N∑n=1Nωnk={1 if k=00 if 1≤k≤N−1 \frac{1}{N} \sum _{n = 1}^{N} \omega ^{n k} = \begin{cases} 1 & \text{ if } k = 0 \\ 0 & \text{ if } 1 \leq k \leq N-1 \end{cases}

and use them to derive the identities

(x,y)=1N∑n=1N∥x+ωny∥2ωn (x, y) = \frac{1}{N} \sum _{n = 1}^{N}\left\| x+\omega ^{n} y\right\| ^{2} \omega ^{n}

that hold in every inner product space if N≥3N \geq 3. Show also that

(x,y)=12π∫−ππ∥x+eiθy∥2eiθdθ (x, y) = \frac{1}{2 \pi } \int _{-\pi }^{\pi }\left\| x+e^{i \theta } y\right\| ^{2} e^{i \theta } d \theta
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