Section 11.2

Banach Space Isomorphisms

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Problem 11.2.1

Let X,YX, Y be Banach spaces and let S,T∈L(X,Y)S, T \in \mathcal{L}(X, Y). Suppose that the operator STS T is invertible. Prove or disprove: TT is invertible.

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Problem 11.2.2

Let XX be a Banach space and let T∈L(X)T \in \mathcal{L}(X) satisfy ∥T∥≤η<1\left\| T\right\| \leq \eta <1. Prove that the operator Id⁡−T\operatorname {Id}-T has a bounded inverse (Id⁡−T)−1(\operatorname {Id}-T)^{-1} and that ∥(Id⁡−T)−1∥≤1/(1−η)\left\| (\operatorname {Id}-T)^{-1}\right\| \leq 1 /(1-\eta ).

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Problem 11.2.3

Let X,YX, Y be normed spaces and T:X→YT: X \rightarrow Y a linear map that has a unique left inverse SS. Prove that TT is invertible.

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Problem 11.2.4

Give an example of normed spaces X,YX, Y and an operator T:X→YT: X \rightarrow Y that is:

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(a)

left invertible but not right invertible;

(b)

right invertible but not left invertible.

Problem 11.2.5

Let XX be a linear space and let S,T:X→XS, T: X \rightarrow X be linear maps. Prove:

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(a)

Id⁡−ST\operatorname {Id}-S T is injective if and only if Id⁡−TS\operatorname {Id}-T S is injective;

(b)

Id⁡−ST\operatorname {Id}-S T is surjective if and only if Id⁡−TS\operatorname {Id}-T S is surjective.

Problem 11.2.6

Let XX be a linear space and let T:X→XT: X \rightarrow X be a linear map that satisfies equation p(T)=0p(T)=0 for some polynomial pp with p(0)≠0p(0) \neq 0. Prove that TT is invertible.

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Problem 11.2.7

Let XX be a linear space, let T:X→XT: X \rightarrow X be a bounded map that satisfies equation T2=TT^{2}=T, and let 0<∣λ∣<10<\left|\lambda \right|<1. Find the inverse of λId⁡−T\lambda \operatorname {Id}-T.

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Problem 11.2.8

Let XX be a linear space, let T:X→XT: X \rightarrow X be a bounded operator with ∥T∥<1\left\| T\right\| <1. Prove or disprove: the equation x−Tx=yx-T x=y has a solution xx for every y∈Xy \in X.

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Problem 11.2.9

Let XX be a Banach space. Prove that the set of invertible operators in L(X,X)\mathcal{L}(X, X) is open.

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Problem 11.2.10

Let H\mathcal{H} be Hilbert space, let {xn}n=1∞\left\{ x_{n}\right\}_{n=1}^{\infty } be an orthonormal basis of H\mathcal{H}, let 0≤C<10 \leq C<1, and let {yn}n=1∞\left\{ y_{n}\right\}_{n=1}^{\infty } be a sequence in H\mathcal{H} such that for any scalars {αn}\left\{ \alpha_{n}\right\},

∥∑k=1nαk(xk−yk)∥≤C∥∑k=1nαkxk∥. \left\| \sum _{k=1}^{n} \alpha _{k}\left(x_{k}-y_{k}\right)\right\| \leq C\left\| \sum _{k=1}^{n} \alpha _{k} x_{k}\right\| .

Prove that for each x∈Hx \in \mathcal{H} there are scalars {βn}\left\{ \beta_{n}\right\} such that x=∑k=1∞βkykx=\sum_{k=1}^{\infty } \beta_{k} y_{k}, with the series converging in the norm of H\mathcal{H}.

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Problem 11.2.11

Let XX be a normed linear space of dimension nn, let {e1,…,en}\left\{ e_{1}, \ldots , e_{n}\right\} be a basis of XX, and let T:Rn→(X,∥⋅∥)T: \mathbb {R}^{n} \rightarrow (X,\left\| \cdot \right\| ) be defined by T(x1,…,xn)=∑k=1nxkekT\left(x_{1}, \ldots , x_{n}\right)= \sum_{k=1}^{n} x_{k} e_{k}. Prove that TT is an invertible linear operator.

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Problem 11.2.12

Prove Corollary 11.2.6.

Corollary 11.2.6: Two normed linear spaces are isomorphic if and only if there is a linear operator TT mapping XX onto YY and positive constants m,Mm, M such that m∥x∥≤∥Tx∥≤M∥x∥m\left\| x\right\| \leq \left\| Tx\right\| \leq M\left\| x\right\|, for all x∈Xx \in X.

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Problem 11.2.13

Prove Corollary 11.2.7.

Corollary 11.2.7: Let XX be a vector space and let ∥⋅∥α\left\| \cdot \right\|_{\alpha } and ∥⋅∥β\left\| \cdot \right\|_{\beta } be two norms on XX. Normed spaces (X,∥⋅∥α)(X, \left\| \cdot \right\|_{\alpha }) and (X,∥⋅∥β)(X, \left\| \cdot \right\|_{\beta }) are isomorphic if and only if there are positive constants m,Mm, M such that m∥x∥α≤∥x∥β≤M∥x∥αm\left\| x\right\|_{\alpha } \leq \left\| x\right\|_{\beta } \leq M\left\| x\right\|_{\alpha }, for all x∈Xx \in X.

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Problem 11.2.14

Prove that any two infinite-dimensional separable Hilbert spaces are isometrically isomorphic and that any such isomorphism preserves the inner product.

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Problem 11.2.15

Prove that the space C[0,1]C[0,1] is isometrically isomorphic to its subspace A={f∈C[0,1]:f(t)=f(1−t)}A=\left\{ f \in C[0,1]: f(t)=f(1-t)\right\}.

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Problem 11.2.16

Let B(ℓ1)B\left(\ell^{1}\right) denote the vector space of bounded sequences {an}\left\{ a_{n}\right\}, where for each n∈N,an∈ℓ1n \in \mathbb {N}, a_{n} \in \ell^{1}. The norm on B(ℓ1)B\left(\ell^{1}\right) is defined by

∥{an}∥=sup⁡n∥an∥1 \left\| \left\{ a_{n}\right\} \right\| =\sup _{n}\left\| a_{n}\right\| _{1}

Prove that the normed spaces B(ℓ1)B\left(\ell^{1}\right) and L(ℓ1)\mathcal{L}\left(\ell^{1}\right) are isometrically isomorphic.

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Problem 11.2.17

Let X,YX, Y be Banach spaces and let T∈L(X,Y)T \in \mathcal{L}(X, Y) be an isometry. Prove that the range of TT is a closed subspace of Y .

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Problem 11.2.18

Let X,Y,ZX, Y, Z be normed linear spaces, let F:X→YF: X \rightarrow Y be an isometric isomorphism, and let G∈L(Y,Z)G \in \mathcal{L}(Y, Z). Prove that ∥G∥=∥G∘F∥\left\| G\right\| =\left\| G \circ F\right\|.

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Problem 11.2.19

Let H\mathcal{H} be Hilbert space. Prove that there is a measure space ( X,M,μX, \mathfrak {M}, \mu ) for which H\mathcal{H} is isometrically isomorphic to L2(X,μ)L^{2}\left(X, \mu \right).

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Problem 11.2.20

Let H\mathcal{H} be an infinite dimensional Hilbert space. Prove that there exists a continuous injective mapping γ:[0,1]→H\gamma :[0,1] \rightarrow \mathcal{H} 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.

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Problem 11.2.21

Prove that if T∈L(H)T \in \mathcal{L}(\mathcal{H}) then TT is an isometry on Hilbert space H\mathcal{H} if and only if ⟨Tu,Tv⟩=⟨u,v⟩\left\langle T u, T v \right\rangle = \left\langle u, v \right\rangle for all u,v∈Hu, v \in \mathcal{H}.

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Problem 11.2.22

Let XX be a vector space and let ∥⋅∥α\left\| \cdot \right\|_{\alpha } and ∥⋅∥β\left\| \cdot \right\|_{\beta } be two equivalent norms on XX. Prove that a sequence {xn}n=1∞\left\{ x_{n}\right\}_{n=1}^{\infty } in XX is Cauchy with respect to ∥⋅∥α\left\| \cdot \right\|_{\alpha } if and only if it is Cauchy with respect to ∥⋅∥β\left\| \cdot \right\|_{\beta }. Conclude that ( X,∥⋅∥αX,\left\| \cdot \right\|_{\alpha } ) is complete if and only if ( X,∥⋅∥βX,\left\| \cdot \right\|_{\beta } ) is.

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Problem 11.2.23

Let XX be a vector space and let ∥⋅∥α\left\| \cdot \right\|_{\alpha } and ∥⋅∥β\left\| \cdot \right\|_{\beta } be two equivalent norms on XX. Let Tα\mathcal{T}_{\alpha } and Tβ\mathcal{T}_{\beta } be the corresponding topologies. Prove that Tα=Tβ\mathcal{T}_{\alpha }=\mathcal{T}_{\beta }.

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Problem 11.2.24

Prove that the equivalence of norms is an equivalence relation.

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Problem 11.2.25

Let XX be a normed linear space and let TT be a linear invertible the operator on XX such that

∥Tnx∥≤M∥x∥, for all x∈X,n∈Z. \left\| T^{n} x\right\| \leq M\left\| x\right\| , \quad \text{ for all } x \in X, n \in \mathbb {Z} .

Prove that there exists an equivalent norm on XX which makes TT an isometry.

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Problem 11.2.26

Prove that ∥f∥=∣f(0)∣+∥f′∥∞\left\| f\right\| =\left|f(0)\right|+\left\| f^{\prime }\right\|_{\infty } defines a norm on C1[0,1]C^{1}[0,1] that is equivalent to the norm defined by ∥f∥α:=∥f∥∞+∥f′∥∞\left\| f\right\|_{\alpha }:=\left\| f\right\|_{\infty }+\left\| f^{\prime }\right\|_{\infty }.

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Problem 11.2.27

Let XX be a linear space equipped with two norms ∥⋅∥1\left\| \cdot \right\|_{1} and ∥⋅∥2\left\| \cdot \right\|_{2} such that ( X,∥⋅∥1X,\left\| \cdot \right\|_{1} ) is complete and the identity mapping Id⁡:(X,∥⋅∥1)→(X,∥⋅∥2)\operatorname {Id}:\left(X,\left\| \cdot \right\|_{1}\right) \rightarrow \left(X,\left\| \cdot \right\|_{2}\right) is continuous. Suppose that there exists r>0r>0 such that B2(0,1)⊂B1(0,r)+B2(0,1/2)B_{2}(0,1) \subset B_{1}(0, r)+ B_{2}(0,1 / 2). Prove that these norms are equivalent.

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Problem 11.2.28

Prove that there is M>0M>0 such that if p(t)=a0+a1t+⋯+antnp(t)=a_{0}+a_{1} t+\cdots +a_{n} t^{n} then

∫−11∣p(t)∣dt≤Mmax⁡{∣p(t)∣:t=0,1,…,n} \int _{-1}^{1}\left|p(t)\right| d t \leq M \max \left\{ \left|p(t)\right|: t=0,1, \ldots , n\right\}
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Problem 11.2.29

Let

X=L1(R)+L2(R)={g+h:g∈L1(R) and h∈L2(R)}. X=L^{1}\left(\mathbb {R}\right)+L^{2}\left(\mathbb {R}\right)=\left\{ g+h: g \in L^{1}\left(\mathbb {R}\right) \text{ and } h \in L^{2}\left(\mathbb {R}\right)\right\} .

Given p∈[1,∞)p \in [1, \infty ), define

∥f∥pinf:=inf⁡{(∥g∥1p+∥h∥2p)1/p:f=g+h,g∈L1(R) and h∈L2(R)} \left\| f\right\| _{p}^{i n f}:=\inf \left\{ \left(\left\| g\right\| _{1}^{p}+\left\| h\right\| _{2}^{p}\right)^{1 / p}: f=g+h, g \in L^{1}\left(\mathbb {R}\right) \text{ and } h \in L^{2}\left(\mathbb {R}\right)\right\}

Show that ∥⋅∥pinf\left\| \cdot \right\|_{p}^{i n f} is a norm for each pp, and all of these norms are equivalent.

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Problem 11.2.30

Give an example of an open cover of the closed unit ball in ℓ2\ell^{2} that has no finite subcover.

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Problem 11.2.31

Give an example of an open cover of the closed unit ball in C[0,1]C[0,1] that has no finite subcover.

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Problem 11.2.32

The Hilbert cube is a subset of ℓ2\ell^{2} consisting of all sequences {xn}\left\{ x_{n}\right\} such that ∣xn∣≤1/n\left|x_{n}\right| \leq 1 / n, for all n∈Nn \in \mathbb {N}. Prove that it is a compact set.

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Problem 11.2.33

Let {en}\left\{ e_{n}\right\} be an orthonormal basis of Hilbert space H\mathcal{H}, let {an}⊂\left\{ a_{n}\right\} \subset ( 0,+∞0,+\infty ), and let

A={∑n=1∞cnen:{cn}⊂R,∣cn∣≤an,n∈N}. A=\left\{ \sum _{n=1}^{\infty } c_{n} e_{n}:\left\{ c_{n}\right\} \subset \mathbb {R},\left|c_{n}\right| \leq a_{n}, n \in \mathbb {N}\right\} .

Prove that AA is compact if and only if ∑nan2\sum_{n} a_{n}^{2} is convergent.

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Problem 11.2.34

Let XX be an infinite dimensional normed linear space. Prove that there exists a sequence {xn}⊂X\left\{ x_{n}\right\} \subset X such that ∥xn∥=1\left\| x_{n}\right\| =1 for all n∈Nn \in \mathbb {N} and ∥xm−xn∥≥1/2\left\| x_{m}-x_{n}\right\| \geq 1 / 2 for m≠nm \neq n.

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Problem 11.2.35

Prove that the vector space of all polynomials in one variable is not a Banach space in any norm.

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Problem 11.2.36

Let X,YX, Y be normed linear spaces. Prove that:

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(a)

∥(x,y)∥=∥x∥+∥y∥\left\| (x, y)\right\| =\left\| x\right\| +\left\| y\right\| defines a norm on X×YX \times Y.

(b)

∥(x,y)∥p:=(∥x∥p+∥y∥p)1/p\left\| (x, y)\right\|_{p}:=\left(\left\| x\right\|^{p}+\left\| y\right\|^{p}\right)^{1 / p}, for p>1p>1, defines a norm on X×YX \times Y.

(c)

∥(x,y)∥max⁡:=max⁡{∥x∥,∥y∥}\left\| (x, y)\right\|_{\max }:=\max \left\{ \left\| x\right\| ,\left\| y\right\| \right\} defines a norm on X×YX \times Y.

(d)

All these norms are equivalent.

(e)

If X,YX, Y are Banach spaces then so is X×YX \times Y (with respect to any of these norms).

Problem 11.2.37

Let F\mathcal{F} be a closed subspace of Lp(R,M,m),1≤p<∞L^{p}\left(\mathbb {R}, \mathcal{M}, m\right), 1 \leq p<\infty. Prove that F\mathcal{F} is compact if and only if all of the following conditions hold:

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(a)

There is M>0M>0 such that ∥f∥p≤M\left\| f\right\|_{p} \leq M, for all f∈Ff \in \mathcal{F};

(b)

for any ε>0\varepsilon >0 there exists R>0R>0 for which

∫∣x∣>R∣f∣p<εp \int _{\left|x\right|>R}\left|f\right|^{p}<\varepsilon ^{p}

for all f∈Ff \in \mathcal{F};

(c)

for any ε>0\varepsilon >0 there exists δ>0\delta >0 such that

∣t∣<δ⇒∫R∣f(x+t)−f(x)∣p<εp \left|t\right|<\delta \Rightarrow \quad \int _{\mathbb {R}}\left|f(x+t)-f(x)\right|^{p}<\varepsilon ^{p}

for all f∈Ff \in \mathcal{F}.