Section 12.6

Weak Convergence

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Problem 12.6.1

Let XX be a normed linear space and suppose that xn⇀x0∈Xx_{n} \rightharpoonup x_{0} \in X. Prove that ∥x0∥≤lim inf⁡∥xn∥\left\| x_{0}\right\| \leq \liminf \left\| x_{n}\right\|.

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Problem 12.6.2

A sequence {xn}\left\{ x_{n}\right\} in a normed linear space XX is weakly Cauchy if Λ(xn)\Lambda \left(x_{n}\right) is a Cauchy sequence for every Λ∈X∗\Lambda \in X^{*}. The space XX is weakly complete if every weakly Cauchy sequence in XX is weakly convergent. Prove that every reflexive Banach space is weakly complete.

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Problem 12.6.3

Prove that a subspace of a normed linear space is closed if and only if it is weakly closed.

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Problem 12.6.4

Let X,YX, Y be Banach spaces and let T:X→YT: X \rightarrow Y be a linear operator. Prove that TT is bounded if and only if whenever {xn}⊂X\left\{ x_{n}\right\} \subset X converges weakly to xx, then {Txn}\left\{ T x_{n}\right\} converges weakly to TxT x.

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Problem 12.6.5

Prove that a weakly convergent sequence can have only one limit.

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Problem 12.6.6

Let X,YX, Y be Banach spaces and let {Tn}\left\{ T_{n}\right\} be a bounded sequence in L(X,Y)\mathcal{L}(X, Y). Let M\mathcal{M} be a set of all x∈Xx \in X for which every subsequence of {Tnx}\left\{ T_{n} x\right\} has a convergent subsequence. Prove that M\mathcal{M} is a closed subspace of XX.

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Problem 12.6.7

Let XX be a normed linear space. Prove that every weakly compact subset of XX is norm-bounded.

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Problem 12.6.8

Let XX be a normed linear space. Prove that the weak topology is generated by the sets of the form Ua,r,T1,…,Tn:={x∈X:∣Tk(x)−Tk(a)∣<r,1≤k≤n,Tk∈X∗}U_{a, r, T_{1}, \ldots , T_{n}}:=\left\{ x \in X:\left|T_{k}(x)-T_{k}(a)\right|<r, 1 \leq k \leq n, T_{k} \in X^{*}\right\}.

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Problem 12.6.9

Let XX be an infinite dimensional normed linear space. Prove that every weakly open subset of XX is unbounded.

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Problem 12.6.10

Let XX be a normed linear space and TT a linear functional on XX. Prove that TT is continuous in the weak topology if and only if it is continuous in the norm topology.

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Problem 12.6.11

Let H\mathcal{H} be Hilbert space and T,T1,T2,…T, T_{1}, T_{2}, \ldots bounded linear operators on H\mathcal{H} such that lim⁡n⟨Tnx,y⟩=⟨Tx,y⟩\lim_{n} \left\langle T_{n} x, y \right\rangle = \left\langle T x, y \right\rangle for all x,y∈Hx, y \in \mathcal{H}. Prove that there exists C>0C>0 s.t. ∥Tn∥≤C\left\| T_{n}\right\| \leq C for all n∈Nn \in \mathbb {N}.

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Problem 12.6.12

Prove that in a finite-dimensional normed linear space, every weakly convergent sequence is strongly convergent.

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Problem 12.6.13

Prove Theorem 12.6.5.

Theorem 12.6.5: A closed and bounded set in Lp([0,1])L^{p}\left([0,1]\right) is weakly sequentially compact, if 1<p<∞1 < p < \infty.

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Problem 12.6.14

Prove the assertions made in Example 12.6.7.

Example 12.6.7 (a sequence in LpL^{p} that converges in measure but not weakly): Let fn=nχ[0,1/n]f_{n} = n\chi_{[0,1/n]}, for n∈Nn \in \mathbb {N}. Then {fn}\left\{ f_{n}\right\} converges in measure on [0,1][0,1] but it does not converge weakly in Lp([0,1])L^{p}\left([0,1]\right).

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Problem 12.6.15

Prove the assertions made in Example 12.6.8.

Example 12.6.8 (a sequence in LpL^{p} that converges uniformly but not weakly): Let fn=1nχ[1,en]f_{n} = \frac{1}{n}\chi_{[1,e^{n}]}, for n∈Nn \in \mathbb {N}. Then {fn}\left\{ f_{n}\right\} converges uniformly on R\mathbb {R}, but it does not converge weakly in Lp(R)L^{p}\left(\mathbb {R}\right) for any p∈[1,+∞)p \in [1, +\infty ).

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Problem 12.6.16

Give an example of a measure space and a sequence of functions in Lp(X,μ)L^{p}\left(X, \mu \right) that converges weakly but not in measure.

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Problem 12.6.17

Prove Theorem 12.6.11.

Theorem 12.6.11: Let (X,M,μ)(X, \mathfrak {M}, \mu ) be a measure space. A sequence {fn}\left\{ f_{n}\right\} in Lp(X,μ)L^{p}\left(X, \mu \right), 1≤p<∞1 \leq p < \infty, converges weakly to f0f_{0} if and only if both: (a) There exists M>0M > 0 such that ∥fn∥p≤M\left\| f_{n}\right\|_{p} \leq M, for all n∈Nn \in \mathbb {N}. (b) lim⁡n∫Efn dμ=∫Ef0 dμ\lim_{n} \int_{E} f_{n} \, d\mu = \int_{E} f_{0} \, d\mu, for every E∈ME \in \mathfrak {M} that has finite measure.

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Problem 12.6.18

The purpose of this exercise is to establish that conditions (a)-(b) of Theorem 12.6.13 implies the strong convergence of {fn}\left\{ f_{n}\right\} to f0f_{0}. We will follow the original proof of Riesz.

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(a)

Show that there is no loss of generality in assuming that ∥f0∥=1\left\| f_{0}\right\| =1.

(b)

Define gn=fn∣f0∣p−1sgn⁡f0g_{n}=f_{n}\left|f_{0}\right|^{p-1} \operatorname {sgn} f_{0}. Prove that

lim⁡n∫Xgndμ=1 and lim⁡n∫X∣gn∣dμ=1 \lim _{n} \int _{X} g_{n} d \mu =1 \quad \text{ and } \quad \lim _{n} \int _{X}\left|g_{n}\right| d \mu =1
(c)

Define

In(t)=∫X∣f0∣pt∣fn∣p(1−t), for 0≤t≤1. I_{n}(t)=\int _{X}\left|f_{0}\right|^{p t}\left|f_{n}\right|^{p(1-t)}, \quad \text{ for } 0 \leq t \leq 1 .

Show that

In(1)=1,lim⁡nIn(0)=1, and lim⁡nIn(1−1/p)=1. I_{n}(1)=1, \quad \lim _{n} I_{n}(0)=1, \quad \text{ and } \quad \lim _{n} I_{n}(1-1 / p)=1 .
(d)

Prove that the function ln⁡In(t)\ln I_{n}(t) is convex on [0,1][0,1]. Conclude that

lim⁡n∫X∣f0∣p/2∣fn∣p/2dμ=1 \lim _{n} \int _{X}\left|f_{0}\right|^{p / 2}\left|f_{n}\right|^{p / 2} d \mu =1
(e)

Use part (d) to prove that {∣fn∣p/2}\left\{ \left|f_{n}\right|^{p / 2}\right\} converges to ∣f0∣p/2\left|f_{0}\right|^{p / 2} in L2(X,μ)L^{2}\left(X, \mu \right) and conclude that there is a subsequence of {fn}\left\{ f_{n}\right\} for which {∣gn∣}\left\{ \left|g_{n}\right|\right\} converges to ∣f0∣p\left|f_{0}\right|^{p} a.e.

(f)

Use part (b) to prove that there is a further subsequence for which {gn}\left\{ g_{n}\right\} converges to ∣f0∣p\left|f_{0}\right|^{p} a.e. Conclude that, for that subsequence, {fn}\left\{ f_{n}\right\} converges to f0f_{0} a.e.

(g)

Use part (f) and the assumption (b) of the problem to prove that a subsequence of {fn}\left\{ f_{n}\right\} converges to f0f_{0} in the norm of Lp(X,μ)L^{p}\left(X, \mu \right).

(h)

Explain why the conclusion in (g) is sufficient to guarantee that the whole sequence converges strongly to f0f_{0}.

Theorem 12.6.13 (the Radon-Riesz property): Let (X,M,μ)(X, \mathfrak {M}, \mu ) be a measure space. A sequence {fn}\left\{ f_{n}\right\} in Lp(X,μ)L^{p}\left(X, \mu \right), p>1p>1, converges strongly (i.e., in norm) to f0f_{0} if and only if both: (a) fn⇀f0f_{n} \rightharpoonup f_{0} (weak convergence). (b) lim⁡n∥fn∥=∥f0∥\lim_{n} \left\| f_{n}\right\| = \left\| f_{0}\right\|.

Problem 12.6.19

Prove or disprove: If a sequence {fn}\left\{ f_{n}\right\} converges weakly in Lp([0,1])L^{p}\left({[0,1]}\right) then it has a subsequence that converges a.e. in [0,1][0,1].

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Problem 12.6.20

Let {fn}\left\{ f_{n}\right\} be a sequence in L2[0,2π]L^{2}[0,2 \pi ] defined by fn(x)=sin⁡nxf_{n}(x)=\sin n x. Prove that {fn}\left\{ f_{n}\right\} converges weakly but not strongly.

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Problem 12.6.21

Let {fn}\left\{ f_{n}\right\} be a sequence in L2[0,1]L^{2}[0,1] that converges in measure and suppose there is M>0M>0 such that ∥fn∥≤M\left\| f_{n}\right\| \leq M, for all n∈Nn \in \mathbb {N}. Prove that {fn}\left\{ f_{n}\right\} is weakly convergent. Does the result hold for Lp[0,1]L^{p}[0,1] for 1<p<∞1<p<\infty ?

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Problem 12.6.22

Let {fn}n=1∞\left\{ f_{n}\right\}_{n=1}^{\infty } be a sequence of nonnegative functions in L2(0,1)L^{2}\left(0,1\right), and suppose that {fn}\left\{ f_{n}\right\} converges to a function ff in the norm of L2(0,1)L^{2}\left(0,1\right). Prove that f≥0f \geq 0. Does the statement remain true if {fn}\left\{ f_{n}\right\} converges weakly to ff ?

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Problem 12.6.23

Give an example of a measure space ( X,M,μX, \mathfrak {M}, \mu ) and a bounded sequence {fn}\left\{ f_{n}\right\} in L1(X,μ)L^{1}\left(X, \mu \right) such that {fn}\left\{ f_{n}\right\} converges to ff a.e. but does not converge weakly to ff in L1(X,μ)L^{1}\left(X, \mu \right).

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Problem 12.6.24

Let {fn}\left\{ f_{n}\right\} be a sequence in Lp[0,1],1<p<∞L^{p}[0,1], 1<p<\infty. Prove that {fn}\left\{ f_{n}\right\} converges weakly to f0f_{0} if and only if both:

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(a)

there exists M>0M>0 such that ∥fn∥p≤M\left\| f_{n}\right\|_{p} \leq M, for all n∈Nn \in \mathbb {N};

(b)

lim⁡n∫0xfndm=∫0xf0dm\lim_{n} \int_{0}^{x} f_{n} d m=\int_{0}^{x} f_{0} d m, for all x∈[0,1]x \in [0,1].

Give an example to show that the result is false for p=1p=1.

Problem 12.6.25

Prove that the closed unit ball of L1[0,1]L^{1}[0,1] is not weakly sequentially compact.

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Problem 12.6.26

Give an example of a measure space ( X,M,μX, \mathfrak {M}, \mu ) for which the unit ball of L1(X,μ)L^{1}\left(X, \mu \right) is weakly compact. Is it possible to take X⊂R,M=M∣XX \subset \mathbb {R}, \mathfrak {M}=\mathcal{M} \mid X, and μ=m∣X\mu =m \mid X ?

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Problem 12.6.27

Let ( X,M,μX, \mathfrak {M}, \mu ) be a measure space, let 1≤p<∞1 \leq p<\infty, let 1/p+1/q=11 / p+1 / q=1, and suppose that {fn}\left\{ f_{n}\right\} converges weakly to ff in Lp(X,μ)L^{p}\left(X, \mu \right) and {gn}\left\{ g_{n}\right\} converges to gg in the norm of Lq(X,μ)L^{q}\left(X, \mu \right). Prove that

lim⁡n∫Xfngndμ=∫Xfgdμ \lim _{n} \int _{X} f_{n} g_{n} d \mu =\int _{X} f g d \mu
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Problem 12.6.28

Let h∈C(R)h \in C(\mathbb {R}) be a periodic function with period TT, let ∫0Th=0\int_{0}^{T} h=0, let 1≤p<∞1 \leq p<\infty, and let fn:[a,b]→Rf_{n}:[a, b] \rightarrow \mathbb {R} be defined by fn(x)=h(nx)f_{n}(x)=h(n x) for n∈Nn \in \mathbb {N}. Prove that {fn}\left\{ f_{n}\right\} converges weakly to 0 in Lp([a,b])L^{p}\left({[a, b]}\right).

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Problem 12.6.29

Let 1<p<∞1<p<\infty, let h∈Lp(R)h \in L^{p}\left(\mathbb {R}\right), and let fn:R→Rf_{n}: \mathbb {R} \rightarrow \mathbb {R} be defined by fn(x)=h(x−n)f_{n}(x)=h(x-n) for n∈Nn \in \mathbb {N}. Prove that {fn}\left\{ f_{n}\right\} converges weakly to 0 in Lp(R)L^{p}\left(\mathbb {R}\right). Is this true for p=1p=1 ?

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Problem 12.6.30

Let 1≤p<r<∞1 \leq p<r<\infty, let {fn},f∈Lr[0,1]\left\{ f_{n}\right\} , f \in L^{r}[0,1]. Prove or disprove:

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(a)

If {fn}\left\{ f_{n}\right\} converges weakly to ff in Lr[0,1]L^{r}[0,1] then it converges weakly to ff in Lp[0,1]L^{p}[0,1].

(b)

If {fn}\left\{ f_{n}\right\} converges weakly to ff in Lp[0,1]L^{p}[0,1] then it converges weakly to ff in Lr[0,1]L^{r}[0,1].

Problem 12.6.31

Let ( X,M,μX, \mathfrak {M}, \mu ) be a measure space, let 1<p<∞1<p<\infty, let {fn},f∈Lp(X,μ)\left\{ f_{n}\right\} , f \in L^{p}\left(X, \mu \right), and suppose that the sequence {fn}\left\{ f_{n}\right\} is bounded in Lp(X,μ)L^{p}\left(X, \mu \right). Consider the following four properties:

  1. lim⁡nfn=f\lim_{n} f_{n}=f a.e.

  2. {fn}\left\{ f_{n}\right\} converges weakly to ff in Lp(X,μ)L^{p}\left(X, \mu \right).

  3. lim⁡n∥fn∥p=∥f∥p\lim_{n}\left\| f_{n}\right\|_{p}=\left\| f\right\|_{p}.

  4. {fn}\left\{ f_{n}\right\} converges to ff in the norm of Lp(X,μ)L^{p}\left(X, \mu \right).

If {fn}\left\{ f_{n}\right\} possesses two of these properties, is there a subsequence that possesses all four properties?

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Problem 12.6.32

Give an example to show that Theorem 12.6.13 is not true in L1[0,1]L^{1}[0,1].

Theorem 12.6.13 (the Radon-Riesz property): Let (X,M,μ)(X, \mathfrak {M}, \mu ) be a measure space. A sequence {fn}\left\{ f_{n}\right\} in Lp(X,μ)L^{p}\left(X, \mu \right), p>1p>1, converges strongly (i.e., in norm) to f0f_{0} if and only if both: (a) fn⇀f0f_{n} \rightharpoonup f_{0} (weak convergence). (b) lim⁡n∥fn∥=∥f0∥\lim_{n} \left\| f_{n}\right\| = \left\| f_{0}\right\|.

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Problem 12.6.33

Let ( X,M,μX, \mathfrak {M}, \mu ) be a measure space, let 1<p<∞1<p<\infty, let {fn}n=1∞\left\{ f_{n}\right\}_{n=1}^{\infty } be a bounded sequence in Lp(X,μ)L^{p}\left(X, \mu \right), and suppose that {fn}n=1∞\left\{ f_{n}\right\}_{n=1}^{\infty } converges to ff a.e. Prove that {fn}n=1∞\left\{ f_{n}\right\}_{n=1}^{\infty } converges weakly to ff in Lp(X,μ)L^{p}\left(X, \mu \right).

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Problem 12.6.34

Prove that every orthonormal sequence in Hilbert space converges weakly to 0 .

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Problem 12.6.35

Let XX be an inner product space. Prove that XX is complete if and only if every bounded sequence has a weakly convergent subsequence.

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Problem 12.6.36

Let α∈R,α≠1\alpha \in \mathbb {R}, \alpha \neq 1, and let {xn}\left\{ x_{n}\right\} be a sequence in Hilbert space such that

⟨xm,xn⟩={α if m≠n1 if m=n \left\langle x_{m}, x_{n} \right\rangle = \begin{cases} \alpha & \text{ if } m \neq n \\ 1 & \text{ if } m=n \end{cases}

Prove that {xn}\left\{ x_{n}\right\} is weakly convergent.

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Problem 12.6.37

Let {xn}\left\{ x_{n}\right\} be an orthogonal sequence in Hilbert space. Prove that the following are equivalent:

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(a)

∑n=1∞xn\sum_{n=1}^{\infty } x_{n} converges in the norm.

(b)

∑n=1∞xn\sum_{n=1}^{\infty } x_{n} converges weakly.

(c)

∑n=1∞∥xn∥2\sum_{n=1}^{\infty }\left\| x_{n}\right\|^{2} converges.

Problem 12.6.38

Find the weak closure of the unit sphere in Hilbert space.

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Problem 12.6.39

Let {en}n=1∞\left\{ e_{n}\right\}_{n=1}^{\infty } be an orthonormal basis of Hilbert space. Prove that xnx_{n} converges weakly to xx if and only if {xn}\left\{ x_{n}\right\} is bounded and for each kk, {⟨xn,ek⟩}\left\{ \left\langle x_{n}, e_{k} \right\rangle \right\} converges to {⟨x,ek⟩}\left\{ \left\langle x, e_{k} \right\rangle \right\}. Give an example to show the boundedness of {xn}\left\{ x_{n}\right\} cannot be omitted.

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Problem 12.6.40

Prove Theorem 12.6.14.

Theorem 12.6.14: Let {xn}\left\{ x_{n}\right\} converge weakly to xx in Hilbert space HH. Then {xn}\left\{ x_{n}\right\} converges to xx in the norm if and only if lim⁡∥xn∥=∥x∥\lim \left\| x_{n}\right\| = \left\| x\right\|.

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Problem 12.6.41

Give an example of a (strongly) closed set that is not weakly closed

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Problem 12.6.42

Let {fn}\left\{ f_{n}\right\} be a sequence in C(X)C(X). Prove that {fn}\left\{ f_{n}\right\} converges weakly to some function ff if and only if {fn}\left\{ f_{n}\right\} is norm bounded and it converges pointwise on XX.

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Problem 12.6.43

Prove that the closed unit ball of ℓp,1<p<∞\ell^{p}, 1<p<\infty, is weakly sequentially compact.

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Problem 12.6.44

The purpose of this exercise is to establish that every weakly convergent sequence in ℓ1\ell^{1} is strongly convergent.

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(a)

Supposing that the sequence {xn}\left\{ x_{n}\right\} is not strongly convergent, show that we may assume that the sequence {xn}\left\{ x_{n}\right\} converges weakly to 0 and that ∥xn∥1=1\left\| x_{n}\right\|_{1}=1.

(b)

Denoting xn=(xn(1),xn(2),xn(3),…)x_{n}=\left(x_{n}^{(1)}, x_{n}^{(2)}, x_{n}^{(3)}, \ldots \right), construct inductively a sequence of integers 0=k0<k1<k2<…0=k_{0}<k_{1}<k_{2}<\ldots and a subsequence {an}⊂{xn}\left\{ a_{n}\right\} \subset \left\{ x_{n}\right\} for which

∑j=1ki−1∣an(j)∣<14 and ∑j=ki−1+1ki∣an(j)∣>34, for all n∈N. \sum _{j=1}^{k_{i-1}}\left|a_{n}^{(j)}\right|<\frac{1}{4} \quad \text{ and } \quad \sum _{j=k_{i-1}+1}^{k_{i}}\left|a_{n}^{(j)}\right|>\frac{3}{4}, \quad \text{ for all } n \in \mathbb {N} .
(c)

Define a mapping TyT_{y} on ℓ1\ell^{1} by

Ty(x)=∑j=1∞x(j)y(j) T_{y}(x)=\sum _{j=1}^{\infty } x^{(j)} y^{(j)}

where y(m)=sgn⁡xnk(m)y^{(m)}=\operatorname {sgn} x_{n_{k}}^{(m)} for kn−1+1≤m≤knk_{n-1}+1 \leq m \leq k_{n}. Prove that TyT_{y} is a bounded linear functional and that ∣Ty(an)∣>1/2\left|T_{y}\left(a_{n}\right)\right|>1 / 2 for all n∈Nn \in \mathbb {N}.

(d)

Conclude that {xn}\left\{ x_{n}\right\} does not converge weakly to 0 .

Problem 12.6.45

Let {en}\left\{ e_{n}\right\} be a sequence in c0c_{0}, such that for every n∈N,enn \in \mathbb {N}, e_{n} has 1 in the nnth spot and 0 elsewhere: en=(0,0,…,0,1,0,0,…)e_{n}=(0,0, \ldots , 0,1,0,0, \ldots ). Prove that the sequence {en}\left\{ e_{n}\right\} converges weakly to 0 in c0c_{0} and in ℓp\ell^{p}, for 1<p<∞1<p<\infty, but not in ℓ1\ell_{1}.

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Problem 12.6.46

Prove that the closed unit ball of ℓ1\ell^{1} is not weakly sequentially compact.

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Problem 12.6.47

Prove that there is no Banach space whose dual is isomorphic to c0c_{0}.

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Problem 12.6.48

Let {ak}\left\{ a_{k}\right\} be a sequence of nonzero numbers and

Ea={x=(x1,x2,…)∈ℓ2:∑k=1∞(xk)2ak2≤1} E_{a}=\left\{ x=\left(x_{1}, x_{2}, \ldots \right) \in \ell _{2}: \sum _{k=1}^{\infty } \frac{\left(x_{k}\right)^{2}}{a_{k}^{2}} \leq 1\right\}
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(a)

Show that EaE_{a} is not compact if ak=1a_{k}=1, for all k∈Nk \in \mathbb {N}.

(b)

Show that EaE_{a} is compact if

∑k=1∞ak2<+∞ \sum _{k=1}^{\infty } a_{k}^{2}<+\infty