Section 7.4

Different types of convergence in the space of operators

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Problem 7.59

Let XX and YY be normed spaces, sequences of operators AnA_{n} and BnB_{n} converging strongly in B(X,Y)\mathcal{B}(X, Y) to AA and BB respectively, and sequences of complex numbers αn\alpha_{n} and βn\beta_{n} converging to α\alpha and β\beta respectively. Prove that αnAn+βnBn→sαA+βB\alpha_{n} A_{n}+\beta_{n} B_{n} \xrightarrow {s} \alpha A+\beta B. Prove that if An→sAA_{n} \xrightarrow {s} A and An→sBA_{n} \xrightarrow {s} B in B(X,Y)\mathcal{B}(X, Y), then A=BA = B. Prove both statements of the problem with strong operator convergence replaced by weak operator convergence.

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Problem 7.60

Prove that uniform convergence of a sequence of operators from B(X,Y)\mathcal{B}(X, Y) implies strong operator convergence, and strong operator convergence implies weak operator convergence.

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Problem 7.61

Give an example of a sequence of operators of the space B(X,Y)\mathcal{B}(X, Y) that converges strongly, but not uniformly. Give an example of a sequence of operators that converges weakly, but not strongly.

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Problem 7.62

Prove that a sequence of operators {An}1∞\left\{ A_{n}\right\}_{1}^{\infty } from B(X,Y)\mathcal{B}(X, Y) converges in norm to an operator AA if and only if An→sAA_{n} \xrightarrow {s} A uniformly on the unit ball of the space XX, i.e., for every ε>0\varepsilon > 0 there is a number NN such that for every x∈Xx \in X, ∥x∥X⩽1\left\| x\right\|_{X} \leqslant 1 and for all n>Nn > N the inequality ∥Anx−Ax∥Y⩽ε\left\| A_{n} x-A x\right\|_{Y} \leqslant \varepsilon holds. Prove that a sequence {An}1∞\left\{ A_{n}\right\}_{1}^{\infty } converges in norm to an operator AA if and only if An⇀AA_{n} \rightharpoonup A uniformly on the unit ball of the space XX and the unit ball of the space Y∗Y^{*}, i.e., for every ε>0\varepsilon > 0 there is a number NN such that for all x∈Xx \in X, ∥x∥X⩽1\left\| x\right\|_{X} \leqslant 1 and f∈Y∗,∥f∥Y∗⩽1f \in Y^{*},\left\| f\right\|_{Y^{*}} \leqslant 1 and for all n>Nn > N the inequality ∣f(Anx−Ax)∣⩽ε\left|f\left(A_{n} x-A x\right)\right| \leqslant \varepsilon holds.

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Problem 7.63

Let XX and YY be normed spaces, with XX finite-dimensional. Prove that in the space B(X,Y)\mathcal{B}(X, Y) uniform and strong operator convergence coincide.

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Problem 7.64

Let XX and YY be normed spaces, with YY finite-dimensional. Prove that in the space B(X,Y)\mathcal{B}(X, Y) strong and weak operator convergence coincide.

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Problem 7.65

Let XX be a normed space, and YY a Banach space. Prove that the space B(X,Y)\mathcal{B}(X, Y) is complete with respect to strong operator convergence.

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Problem 7.66

Let XX and YY be normed spaces and let YY be complete with respect to weak convergence. Prove that the space B(X,Y)\mathcal{B}(X, Y) is complete with respect to weak operator convergence.

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Problem 7.67

(H. Hahn, 1922). Let XX be a Banach space, and YY a normed space. Let M⊂B(X,Y)\mathcal{M} \subset \mathcal{B}(X, Y) be a weakly bounded set of operators, i.e., for all x∈Xx \in X and f∈Y∗f \in Y^{*} the inequalities sup⁡A∈M∣f(Ax)∣<Cf,x<∞\sup_{A \in \mathcal{M}}\left|f(A x)\right| < C_{f, x} < \infty hold. Prove that M\mathcal{M} is bounded in norm. 1 In particular, any weakly convergent and any weakly fundamental sequence is bounded in norm.

Footnotes

  1. Naturally, this statement remains valid if the condition of weak boundedness is replaced by the condition of strong boundedness. ↩

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Problem 7.68

Let a sequence of continuous operators AnA_{n} in a Banach space XX converge weakly to A∈B(X)A \in \mathcal{B}(X). Prove that ∥A∥⩽lim‾⁡n→∞∥An∥\left\| A\right\| \leqslant \varlimsup_{n \rightarrow \infty }\left\| A_{n}\right\|. Give an example showing that even in the case of strong operator convergence equality may fail.

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Problem 7.69

Let X,YX, Y and ZZ be normed spaces, let a sequence {An}1∞⊂B(X,Y)\left\{ A_{n}\right\}_{1}^{\infty } \subset \mathcal{B}(X, Y) converge (uniformly, strongly, or weakly) to an operator A∈B(X,Y)A \in \mathcal{B}(X, Y), and let a sequence {Bn}1∞⊂B(Y,Z)\left\{ B_{n}\right\}_{1}^{\infty } \subset \mathcal{B}(Y, Z) converge (uniformly, strongly, or weakly) to an operator B∈B(Y,Z)B \in \mathcal{B}(Y, Z). In each of the nine possible cases determine whether the sequence BnAnB_{n} A_{n} converges to the operator BAB A, and indicate the type of convergence.

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Problem 7.70

Prove the criterion for strong convergence of operators. Let XX and YY be Banach spaces. A sequence of operators {An}1∞\left\{ A_{n}\right\}_{1}^{\infty } in B(X,Y)\mathcal{B}(X, Y) converges strongly to an operator AA if and only if two conditions hold:

  1. for every x∈Xx \in X the sequence {Anx}1∞\left\{ A_{n} x\right\}_{1}^{\infty } is bounded;

  2. there exists an everywhere dense set MM in XX such that Anx→AxA_{n} x \rightarrow A x for every x∈Mx \in M.

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Problem 7.71

Prove the criterion for weak convergence of operators. Let XX and YY be Banach spaces. A sequence of operators {An}1∞\left\{ A_{n}\right\}_{1}^{\infty } in B(X,Y)\mathcal{B}(X, Y) converges weakly to an operator AA if and only if two conditions hold:

  1. for all x∈Xx \in X and f∈Y∗f \in Y^{*} the sequence {f(Anx)}1∞\left\{ f\left(A_{n} x\right)\right\}_{1}^{\infty } is bounded;

  2. there exists an everywhere dense set MM in XX, and an everywhere dense set LL in Y∗Y^{*}, such that f(Anx)→f(Ax)f\left(A_{n} x\right) \rightarrow f(A x) for all x∈Mx \in M and f∈Lf \in L.

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Problem 7.72

Let XX and YY be Banach spaces, let the spaces XX and Y∗Y^{*} (and hence also the space YY) be separable, and let YY be reflexive. Prove that weak operator convergence on any bounded set of the space B(X,Y)\mathcal{B}(X, Y) is metrizable (compare with problems 7.31 and 7.46).

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Problem 7.73

Let XX and YY be Banach spaces, let the spaces XX and Y∗Y^{*} (and hence also the space YY) be separable, and let YY be reflexive. Prove that from any bounded sequence of operators from B(X,Y)\mathcal{B}(X, Y) one can extract a weakly convergent subsequence (i.e., any bounded set in B(X,Y)\mathcal{B}(X, Y) is sequentially precompact with respect to weak operator convergence; compare with problems 7.34 and 7.48).

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Problem 7.74

Give an example showing that the statement of the previous problem is false for the case of strong operator convergence.

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Problem 7.75

For the following sequences of operators AnA_{n}, determine the type of convergence (uniform, strong, weak, or none) and find the limit in the indicated spaces:

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(a)

An∈B(lp),p∈[1,∞),An(x1,x2,…)=(0,…,0,xn,0,0…)A_{n} \in \mathcal{B}\left(l_{p}\right), p \in [1, \infty ), A_{n}\left(x_{1}, x_{2}, \ldots \right) = \left(0, \ldots , 0, x_{n}, 0,0 \ldots \right);

(b)

An∈B(X)A_{n} \in \mathcal{B}(X), where XX is a normed space, Anx=xnA_{n} x = \frac{x}{n};

(c)

An∈B(lp),p∈[1,∞),An(x1,x2,…)=(0,…,0,xn,xn+1,…)A_{n} \in \mathcal{B}\left(l_{p}\right), p \in [1, \infty ), A_{n}\left(x_{1}, x_{2}, \ldots \right) = \left(0, \ldots , 0, x_{n}, x_{n+1}, \ldots \right);

(d)

An∈B(lp),p∈[1,∞),An(x1,x2,…)=(λ1,nx1,λ2,nx2,…)A_{n} \in \mathcal{B}\left(l_{p}\right), p \in [1, \infty ), A_{n}\left(x_{1}, x_{2}, \ldots \right) = \left(\lambda_{1, n} x_{1}, \lambda_{2, n} x_{2}, \ldots \right), where the vectors λn=(λ1,n,λ2,n,…)\lambda_{n} = \left(\lambda_{1, n}, \lambda_{2, n}, \ldots \right) lie in l∞l_{\infty } and converge in the norm of this space to the vector λ=(λ1,λ2,…)\lambda = \left(\lambda_{1}, \lambda_{2}, \ldots \right);

(e)

An∈B(lp),p∈[1,∞),An(x1,x2,…)=(λ1,nx1,λ2,nx2,…)A_{n} \in \mathcal{B}\left(l_{p}\right), p \in [1, \infty ), A_{n}\left(x_{1}, x_{2}, \ldots \right) = \left(\lambda_{1, n} x_{1}, \lambda_{2, n} x_{2}, \ldots \right), where ∣λk,n∣<C\left|\lambda_{k, n}\right| < C and λk,n→λk\lambda_{k, n} \rightarrow \lambda_{k} as n→∞n \rightarrow \infty for every k∈Nk \in \mathbb {N} (i.e., the vectors λn=(λ1,n,λ2,n,…)\lambda_{n} = \left(\lambda_{1, n}, \lambda_{2, n}, \ldots \right) converge to λ=(λ1,λ2,…)∗\lambda = \left(\lambda_{1}, \lambda_{2}, \ldots \right) *-weakly in l∞l_{\infty });

(f)

An∈B(X)A_{n} \in \mathcal{B}(X), where X=lp,p∈[1,∞),X=c0X = l_{p}, p \in [1, \infty ), X = c_{0} or X=c,An(x1,x2,…)=(xn,xn+1,…)X = c, A_{n}\left(x_{1}, x_{2}, \ldots \right) = \left(x_{n}, x_{n+1}, \ldots \right) (i.e., An=TlnA_{n} = T_{l}^{n}, where TlT_{l} is the left shift operator);

(g)

An∈B(C[0,1]),(Anx)(t)=∫0t∑k=0nskk!x(s)dsA_{n} \in \mathcal{B}(C[0,1]),\left(A_{n} x\right)(t) = \int_{0}^{t} \sum_{k = 0}^{n} \frac{s^{k}}{k!} x(s) d s;

(h)

An∈B(C[0,1]),(Anx)(t)=∫1/n1−1/nK(t,s)x(s)dsA_{n} \in \mathcal{B}(C[0,1]),\left(A_{n} x\right)(t) = \int_{1 / n}^{1-1 / n} K(t, s) x(s) d s, where K(t,s)K(t, s) is a function continuous on the square [0,1]2[0,1]^{2};

(i)

An∈B(C[0,1]),(Anx)(t)=∫01Kn(t,s)x(s)dsA_{n} \in \mathcal{B}(C[0,1]),\left(A_{n} x\right)(t) = \int_{0}^{1} K_{n}(t, s) x(s) d s, where Kn(t,s)K_{n}(t, s) are functions continuous on the square [0,1]2[0,1]^{2}, converging uniformly to a function K(t,s)K(t, s);

(j)

An∈B(C[0,1]),(Anx)(t)=∫01Kn(t,s)x(s)dsA_{n} \in \mathcal{B}(C[0,1]),\left(A_{n} x\right)(t) = \int_{0}^{1} K_{n}(t, s) x(s) d s, where Kn(t,s)K_{n}(t, s) are functions, uniformly bounded in nn, continuous on the square [0,1]2[0,1]^{2}, converging pointwise to a continuous function K(t,s)K(t, s);

(k)

An∈B(C[0,1]),An=AnA_{n} \in \mathcal{B}(C[0,1]), A_{n} = A^{n}, where (Ax)(t)=∫0tx(s)ds(A x)(t) = \int_{0}^{t} x(s) d s;

(l)

An∈B(C[0,1]),An=AnA_{n} \in \mathcal{B}(C[0,1]), A_{n} = A^{n}, where (Ax)(t)=∫0tK(t,s)x(s)ds(A x)(t) = \int_{0}^{t} K(t, s) x(s) d s, and K(t,s)K(t, s) 一 a function continuous on the triangle {(t,s):0⩽s⩽t⩽1}\left\{ (t, s): 0 \leqslant s \leqslant t \leqslant 1\right\};

(m)

An∈B(L2[0,1]),An=AnA_{n} \in \mathcal{B}\left(L_{2}[0,1]\right), A_{n} = A^{n}, where (Ax)(t)=∫0tK(t,s)x(s)ds(A x)(t) = \int_{0}^{t} K(t, s) x(s) d s, and K∈K \in ([0,1]2);∈L2([0,1]2)\left([0,1]^{2}\right) ; \in L_{2}\left([0,1]^{2}\right);

(n)

An∈B(L2[0,1]),(Anx)(t)=∫01Kn(t,s)x(s)dsA_{n} \in \mathcal{B}\left(L_{2}[0,1]\right),\left(A_{n} x\right)(t) = \int_{0}^{1} K_{n}(t, s) x(s) d s, where Kn∈L2([0,1]2)K_{n} \in L_{2}\left([0,1]^{2}\right) and Kn→KK_{n} \rightarrow K in L2([0,1]2)L_{2}\left([0,1]^{2}\right);

(o)

An∈B(C1[0,1],C[0,1]),(Anx)(t)=∑k=0nx(k/n)Pk,n(t)A_{n} \in \mathcal{B}\left(C^{1}[0,1], C[0,1]\right),\left(A_{n} x\right)(t) = \sum_{k = 0}^{n} x(k / n) P_{k, n}(t) is the Lagrange interpolation polynomial for the function x(t)x(t), where Pk,n(t)=∏j=0,j≠kn(t−tj)(tk−tj)P_{k, n}(t) = \prod_{j = 0, j \neq k}^{n} \frac{\left(t-t_{j}\right)}{\left(t_{k}-t_{j}\right)}, and tk=k/nt_{k} = k / n;

(p)

An∈B(Cper 1[−π,π],C[−π,π])A_{n} \in \mathcal{B}\left(C_{\text{per }}^{1}[-\pi , \pi ], C[-\pi , \pi ]\right), where Cper 1[−π,π]C_{\text{per }}^{1}[-\pi , \pi ] is the subspace of the space C1[−π,π]C^{1}[-\pi , \pi ] consisting of functions satisfying the conditions x(−π)=x(π),x′(−π)=x′(π),(Anx)(t)=a02+∑k=1n(akcos⁡kt+bksin⁡kt)x(-\pi ) = x(\pi ), x^{\prime }(-\pi ) = x^{\prime }(\pi ),\left(A_{n} x\right)(t) = \frac{a_{0}}{2} + \sum_{k = 1}^{n}\left(a_{k} \cos k t+b_{k} \sin k t\right) is the partial sum of the Fourier series for the function x(t)x(t), where ak=1π∫−ππx(t)cos⁡ktdt,bk=1π∫−ππx(t)sin⁡ktdta_{k} = \frac{1}{\sqrt{\pi }} \int_{-\pi }^{\pi } x(t) \cos k t d t, b_{k} = \frac{1}{\sqrt{\pi }} \int_{-\pi }^{\pi } x(t) \sin k t d t;

(q)

An∈B(C[0,1]),(Anx)(t)=x(t1+1/n)A_{n} \in \mathcal{B}(C[0,1]),\left(A_{n} x\right)(t) = x\left(t^{1+1 / n}\right);

(r)

An∈B(Lp[0,1]),p∈[1,∞]A_{n} \in \mathcal{B}\left(L_{p}[0,1]\right), p \in [1, \infty ],

(Anx)(t)={x(t), if t<1−1/n,0, if t>1−1/n; \left(A_{n} x\right)(t) = \begin{cases} x(t), & \text{ if } t < 1-1 / n, \\ 0, & \text{ if } t > 1-1 / n ; \end{cases}
(s)

An∈B(Lp[0,1]),p∈[1,∞),(Anx)(t)=∑k=1nn∫tk−1tkx(s)dsχk,n(t)A_{n} \in \mathcal{B}\left(L_{p}[0,1]\right), p \in [1, \infty ),\left(A_{n} x\right)(t) = \sum_{k = 1}^{n} n \int_{t_{k-1}}^{t_{k}} x(s) d s \chi_{k, n}(t), where χk,n(t)\chi_{k, n}(t) is the characteristic function of the segment [tk−1,tk]\left[t_{k-1}, t_{k}\right], and tk=k/nt_{k} = k / n;

(t)

An∈B(Lp[0,1]),p∈[1,∞],(Anx)(t)=an(t)x(t)A_{n} \in \mathcal{B}\left(L_{p}[0,1]\right), p \in [1, \infty ],\left(A_{n} x\right)(t) = a_{n}(t) x(t), where the functions an∈L∞[0,1]a_{n} \in L_{\infty }[0,1] and an→aa_{n} \rightarrow a in L∞[0,1]L_{\infty }[0,1];

(u)

An∈B(Lp[0,1]),p∈[1,∞],(Anx)(t)=an(t)x(t)A_{n} \in \mathcal{B}\left(L_{p}[0,1]\right), p \in [1, \infty ],\left(A_{n} x\right)(t) = a_{n}(t) x(t), where the functions an∈C[0,1]a_{n} \in C[0,1] are uniformly bounded in nn in this space and converge pointwise to a function a(t)a(t);

(v)
∗An∈B(Lp[−π,π]),p∈[1,∞],(Anx)(t)=a02+∑k=1n(akcos⁡kt+bksin⁡kt) \begin{aligned} * A_{n} \in \mathcal{B}\left(L_{p}[-\pi , \pi ]\right) & , p \in [1, \infty ], \\ & \left(A_{n} x\right)(t) = \frac{a_{0}}{2}+\sum _{k = 1}^{n}\left(a_{k} \cos k t+b_{k} \sin k t\right) \end{aligned}

is a partial sum of the Fourier series of the function x(t)x(t), where

ak=1π∫−ππx(t)cos⁡ktdt,bk=1π∫−ππx(t)sin⁡ktdt a_{k} = \frac{1}{\sqrt{\pi }} \int _{-\pi }^{\pi } x(t) \cos k t d t, \quad b_{k} = \frac{1}{\sqrt{\pi }} \int _{-\pi }^{\pi } x(t) \sin k t d t
(w)

An∈B(Lp[0,1]),p∈[1,∞]A_{n} \in \mathcal{B}\left(L_{p}[0,1]\right), p \in [1, \infty ],

(Anx)(t)={x(t+1/n), if t+1/n⩽1,x(t+1/n−1), if t+1/n>1; \left(A_{n} x\right)(t) = \begin{cases} x(t+1 / n), & \text{ if } t+1 / n \leqslant 1, \\ x(t+1 / n-1), & \text{ if } t+1 / n > 1 ; \end{cases}
(x)

An∈B(Lp[0,1]),p∈[1,∞],An=An,(Ax)(t)=x(φ(t))A_{n} \in \mathcal{B}\left(L_{p}[0,1]\right), p \in [1, \infty ], A_{n} = A^{n},(A x)(t) = x(\varphi (t)), where φ(t)∈L∞[0,1]\varphi (t) \in L_{\infty }[0,1] maps the segment [0,1][0,1] into itself;

(y)

An∈B(Lp(R)),p∈[1,∞],(Anx)(t)=x(t+1/n);A_{n} \in \mathcal{B}\left(L_{p}(\mathbb {R})\right), p \in [1, \infty ],\left(A_{n} x\right)(t) = x(t+1 / n) ;

(z)

An∈B(Lp(R)),p∈[1,∞],(Anx)(t)=x(t+n)A_{n} \in \mathcal{B}\left(L_{p}(\mathbb {R})\right), p \in [1, \infty ],\left(A_{n} x\right)(t) = x(t+n).

Problem 7.76

Let XX and YY be normed spaces, let a sequence {An}n=1∞⊂B(X,Y)\left\{ A_{n}\right\}_{n = 1}^{\infty } \subset \mathcal{B}(X, Y) converge uniformly, strongly, or weakly to an operator A∈B(X,Y)A \in \mathcal{B}(X, Y), and let a sequence {xn}n=1∞⊂X\left\{ x_{n}\right\}_{n = 1}^{\infty } \subset X converge in norm or weakly to a vector x∈Xx \in X. In each of the six possible cases determine whether the sequence {Anxn}1∞\left\{ A_{n} x_{n}\right\}_{1}^{\infty } converges to the vector AxA x, and indicate the type of convergence.

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Problem 7.77

Let XX and YY be Banach spaces, A:X→YA: X \rightarrow Y a linear operator that takes every sequence converging in the norm of XX into a weakly convergent sequence from YY. Prove that A∈B(X,Y)A \in \mathcal{B}(X, Y).

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Problem 7.78

(P. P. Korovkin, 1959). Let Ln∈B(C[0,1]),n∈NL_{n} \in \mathcal{B}(C[0,1]), n \in \mathbb {N}, be positive operators (i.e., for any nonnegative function x∈C[0,1]x \in C[0,1] its images LnxL_{n} x are also nonnegative functions). Prove that if Ln(1)→1,Ln(t)→tL_{n}(1) \rightarrow 1, L_{n}(t) \rightarrow t, and Ln(t2)→t2L_{n}\left(t^{2}\right) \rightarrow t^{2}, then Lnx→xL_{n} x \rightarrow x for any function x∈C[0,1]x \in C[0,1] (i.e., Ln→sIL_{n} \xrightarrow {s} I).

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