Section 18.1

Linear Functionals, Bounded Linear Functionals, and Weak Topologies

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Problem 18.1
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(i)

Use Zorn's Lemma to show that every linear space has a Hamel basis.

(ii)

Show that any Hamel basis for an infinite dimensional Banach space must be uncountable.

(iii)

Let XX be the linear space of all polynomials defined on R\mathbb {R}. Show that there is not a norm on XX with respect to which XX is a Banach space.

Problem 18.2

Verify the two direct substitution assertions in the proof of Proposition 4.

Proposition 4: Let XX be a linear space, the functional ψ\psi belong to X♯X^{\sharp }, and {ψi}i=1n\left\{ \psi_{i}\right\}_{i=1}^{n} be contained in X♯X^{\sharp }. Then ψ\psi is a linear combination of {ψi}i=1n\left\{ \psi_{i}\right\}_{i=1}^{n} if and only if ⋂i=1nker⁡ψi⊆ker⁡ψ\bigcap_{i=1}^{n} \ker \psi_{i} \subseteq \ker \psi. The proof argues by induction on nn. In the base case n=1n=1, having chosen x0≠0x_{0} \neq 0 with ψ(x0)=1\psi (x_{0}) = 1 (so ψ1(x0)≠0\psi_{1}(x_{0}) \neq 0) and defined λ1=1/ψ1(x0)\lambda_{1} = 1/\psi_{1}(x_{0}), a direct substitution shows ψ=λ1ψ1\psi = \lambda_{1}\psi_{1}. In the inductive step, given real numbers λ1,…,λk−1\lambda_{1}, \ldots , \lambda_{k-1} for which ψ=∑i=1k−1λiψi\psi = \sum_{i=1}^{k-1} \lambda_{i} \psi_{i} on Y=ker⁡ψkY = \ker \psi_{k}, and x0x_{0} with ψk(x0)=1\psi_{k}(x_{0}) = 1, one defines λk=ψ(x0)−∑i=1k−1λiψi(x0)\lambda_{k} = \psi (x_{0}) - \sum_{i=1}^{k-1} \lambda_{i} \psi_{i}(x_{0}); a direct substitution shows ψ=∑i=1kλiψi\psi = \sum_{i=1}^{k} \lambda_{i} \psi_{i} on XX.

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Problem 18.3

Let X0X_{0} be a codimension 1 subspace of a normed linear space XX. Show that X0X_{0} is closed with respect to the strong topology if and only if X0=ker⁡ψX_{0} = \operatorname {ker} \psi for some ψ∈X∗\psi \in X^{*}.

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Problem 18.4

Show that if XX is a finite dimensional normed linear space, then every linear functional on XX is continuous.

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Problem 18.5

Let XX be a finite dimensional normed linear space of dimension nn. Let {e1,…,en}\left\{ e_{1}, \ldots , e_{n}\right\} be a basis for XX. For 1≤i≤n1 \leq i \leq n, define ψi∈X∗\psi_{i} \in X^{*} by ψi(x)=xi\psi_{i}(x) = x_{i} for x=xiei+⋯+xnen∈Xx = x_{i} e_{i}+\cdots +x_{n} e_{n} \in X. Show that {ψ1,…,ψn}\left\{ \psi_{1}, \ldots , \psi_{n}\right\} is a basis for X∗X^{*}. Thus dim⁡X∗=n\operatorname {dim} X^{*} = n.

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Problem 18.6

Let XX be a finite dimensional linear space. Show that the weak and strong topologies on XX are the same.

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Problem 18.7

Show that every non-empty weakly open subset of an infinite dimensional normed linear space is unbounded with respect to the norm.

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Problem 18.8

Let XX be a finite dimensional space. Show that the natural embedding J:X→X∗∗J: X \rightarrow X^{* *} is one-to-one. Then use Problem 5 to show that J:X→X∗∗J: X \rightarrow X^{* *} is onto, so XX is reflexive.

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Problem 18.9

For a vector v≠0v \neq 0 in Euclidean space Rn\mathbb {R}^{n}, explicitly exhibit a linear functional ψ:Rn→R\psi : \mathbb {R}^{n} \rightarrow \mathbb {R} for which ψ(v)=1\psi (v) = 1.

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Problem 18.10

For a sequence {xn}≠0\left\{ x_{n}\right\} \neq 0 in ℓ2\ell^{2}, explicitly exhibit a continuous linear functional ψ:ℓ2→R\psi : \ell^{2} \rightarrow \mathbb {R} for which ψ({xn})=1\psi \left(\left\{ x_{n}\right\} \right) = 1.

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Problem 18.11

For a function f≠0f \neq 0 in Lp[a,b],1≤p≤∞L^{p}[a, b], 1 \leq p \leq \infty, explicitly exhibit a continuous linear functional ψ:Lp[a,b]→R\psi : L^{p}[a, b] \rightarrow \mathbb {R} for which ψ(f)=1\psi (f) = 1.

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Problem 18.12

Consider C[a,b]C[a, b] with the maximum norm. For a function f≠0f \neq 0 in C[a,b]C[a, b], explicitly exhibit a continuous linear functional ψ:C[a,b]→R\psi : C[a, b] \rightarrow \mathbb {R} for which ψ(f)=1\psi (f) = 1.

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Problem 18.13

For 1<p<∞1 < p < \infty, let YY be a closed subspace of Lp[a,b]L^{p}[a, b] of codimension 1. Show that there is function g∈Lq[a,b]g \in L^{q}[a, b], where qq is the conjugate of pp, for which

Y={f∈Lp[a,b]∣∫[a,b]f⋅gdm=0} Y = \left\{ f \in L^{p}[a, b] \mid \int _{[a, b]} f \cdot g d m = 0\right\}
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Problem 18.14

Let XX be a normed linear space and ψ\psi belong to X♯∼X∗X^{\sharp } \sim X^{*}. Show that ker ψ\psi is dense, with respect to the strong topology, in XX.

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Problem 18.15

Let XX be the normed linear space of polynomials restricted to [a,b][a, b]. For p∈Xp \in X, define ψ(p)\psi (p) to be the sum of the coefficients of pp. Show that ψ\psi is linear. Is ψ\psi continuous if XX has the topology induced by the maximum norm?

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Problem 18.16

Let XX be the normed linear space of sequences of real numbers that have only a finite number of non-zero terms. For x={xn}∈Xx = \left\{ x_{n}\right\} \in X, define ψ(x)=∑n=1∞xn\psi (x) = \sum_{n = 1}^{\infty } x_{n}. Show that ψ\psi is linear. Is ψ\psi continuous if XX has the topology induced by the ℓ∞\ell^{\infty } norm?

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Problem 18.17

Let XX be a linear space. A subset EE of XX is said to be linearly independent provided that each x∈Ex \in E fails to be a finite linear combination of points in E∼{x}E \sim \left\{ x\right\}. Define F\mathcal{F} to be the collection of non-empty subsets of XX that are linearly independent. Order F\mathcal{F} by set inclusion. Apply Zorn's Lemma to conclude that XX has a Hamel basis.

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Problem 18.18

Provide an example of a discontinuous linear operator TT from a normed linear space XX to a normed linear space YY for which TT has a closed graph. Does this contradict the Closed Graph Theorem?

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