Section 5.1

Main properties. Calculation of norms

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Problem 5.1

Let ff be a nonzero linear functional on a linear space XX. Prove that Ker⁡f\operatorname {Ker} f is a linear subspace of codimension 1 (see Definition 2.22).

Definition 2.22: Let XX be a linear space, X1X_{1} a linear subspace of it, and X2X_{2} its linear complement, i.e., X=X1⊕X2X = X_{1} \oplus X_{2}. Then the dimension of the space X2X_{2} (finite or infinite) is called the codimension of the subspace X1X_{1} and is denoted codim⁡X1\operatorname {codim} X_{1}.

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Problem 5.2

Let ff and gg be two nonzero linear functionals on a linear space XX. Prove that if Ker⁡f=Ker⁡g\operatorname {Ker} f = \operatorname {Ker} g, then f=αgf = \alpha g for some α∈C\alpha \in \mathbb {C}.

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Problem 5.3

Let f1,f2,…,fnf_{1}, f_{2}, \ldots , f_{n} be linear functionals on a linear space XX. Denote by X0X_{0} the intersection of the kernels of all these functionals. Prove that if codim⁡X0<n\operatorname {codim} X_{0} < n, then there exist complex numbers α1,…,αn,∣α1∣+…+∣αn∣≠0\alpha_{1}, \ldots , \alpha_{n},\left|\alpha_{1}\right|+\ldots +\left|\alpha_{n}\right| \neq 0, such that ∑k=1nαkfk=0\sum_{k = 1}^{n} \alpha_{k} f_{k} = 0 (in other words, the functionals {fk}1n\left\{ f_{k}\right\}_{1}^{n} are linearly dependent).

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Problem 5.4

Let f1,f2,…,fnf_{1}, f_{2}, \ldots , f_{n} be a linearly independent system of linear functionals on a linear space XX, and let λ1,λ2,…,λn\lambda_{1}, \lambda_{2}, \ldots , \lambda_{n} be complex numbers. Prove that there exists a vector x∈Xx \in X such that fk(x)=λkf_{k}(x) = \lambda_{k} for all 1⩽k⩽n1 \leqslant k \leqslant n.

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Problem 5.5

Prove Theorem 5.1.

Theorem 5.1: The set of all continuous linear functionals on a normed space XX, equipped with the norm ∥f∥=sup⁡x≠0∣f(x)∣∥x∥\left\| f\right\| = \sup_{x \neq 0} \frac{\left|f(x)\right|}{\left\| x\right\| }, is a Banach space. This Banach space is called the dual space of XX and is denoted by X∗X^{*}.

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Problem 5.6

Let ff be a linear functional on a normed space. Prove that ff is continuous if and only if for every sequence xn→0x_{n} \rightarrow 0 the numerical sequence {f(xn)}1∞\left\{ f\left(x_{n}\right)\right\}_{1}^{\infty } is bounded.

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Problem 5.7

Let ff be a linear functional on a normed space. Prove that ff is continuous if and only if the kernel Ker⁡f\operatorname {Ker} f is closed.

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Problem 5.8

Give an example of a (nonlinear) functional f:X→Rf: X \rightarrow \mathbb {R} on some Banach space XX that is continuous on XX, but not bounded on the unit ball of this space.

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Problem 5.9

Prove that in a finite-dimensional normed space every linear functional is continuous.

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Problem 5.10

Let ff be a linear functional on a complex normed space XX. Prove that Re⁡f\operatorname {Re} f and Im⁡f\operatorname {Im} f are real-linear functionals. Prove that if the functional ff is continuous, then the functionals Re⁡f\operatorname {Re} f and Im⁡f\operatorname {Im} f are also continuous and ∥Re⁡f∥=∥Im⁡f∥=∥f∥\left\| \operatorname {Re} f\right\| = \left\| \operatorname {Im} f\right\| = \left\| f\right\| (the norms of the functionals Re⁡f\operatorname {Re} f and Im⁡f\operatorname {Im} f are defined analogously to equality (5.1)).

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Problem 5.11

Let φ\varphi be a real-linear functional on a complex linear space XX. Prove that the unique complex linear functional ff with Re⁡f=φ\operatorname {Re} f = \varphi has the form f(x)=φ(x)−iφ(ix)f(x) = \varphi (x)-i \varphi (i x).

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Problem 5.12

Let ff be a nonzero linear continuous functional on a normed space XX. Prove that for any x∈Xx \in X the equality dist⁡(x,Ker⁡f)=∣f(x)∣/∥f∥\operatorname {dist}(x, \operatorname {Ker} f) = \left|f(x)\right| /\left\| f\right\| holds.

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Problem 5.13

Let ff be a nonzero linear continuous functional on a normed space XX. Denote

M={x∈X:f(x)=a} M = \left\{ x \in X: f(x) = a\right\}

Prove that dist⁡(0,M)=∣a∣/∥f∥\operatorname {dist}(0, M) = \left|a\right| /\left\| f\right\|. In finite-dimensional normed spaces any linear functional turns out to be bounded (see problem 5.9). In the infinite-dimensional case this is no longer so.

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Problem 5.14

Let XX be the linear subspace of functions x∈C[0,1]x \in C[0,1] differentiable at the point t0∈(0,1)t_{0} \in (0,1). Prove that the subspace XX is not closed and is everywhere dense in C[0,1]C[0,1]. Prove that the linear functional f(x)=x′(t0)f(x) = x^{\prime }\left(t_{0}\right) on the normed space XX (the norm on XX is inherited from C[0,1]C[0,1]) is not bounded.

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Problem 5.15

Let {xλ}λ∈Λ\left\{ x_{\lambda }\right\}_{\lambda \in \Lambda } be a Hamel basis in a Banach space. Prove that there exists n∈Nn \in \mathbb {N} such that the set {a1xλ1+……+anxλn:ak∈R}\left\{ a_{1} x_{\lambda_{1}}+\ldots \ldots +a_{n} x_{\lambda_{n}}: a_{k} \in \mathbb {R}\right\} is everywhere dense in XX.

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Problem 5.16

Let {xλ}λ∈Λ\left\{ x_{\lambda }\right\}_{\lambda \in \Lambda } be a Hamel basis in an infinite-dimensional normed space. Using this basis construct an example of an everywhere-defined unbounded linear functional.

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Problem 5.17

Prove that in any infinite-dimensional normed space XX there exists a non-closed linear subspace of codimension 1.

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Problem 5.18

Prove that if an unbounded functional in a normed space is defined on an everywhere dense set, then its kernel is everywhere dense.

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Problem 5.19

Prove that the indicated functional is linear and continuous on the indicated space XX, and find its norm:

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(a)

X=c0,f(x)=∑n=1∞xn2nX = c_{0}, f(x) = \sum_{n = 1}^{\infty } \frac{x_{n}}{2^{n}};

(b)

X=c,f(x)=lim⁡n→∞xnX = c, f(x) = \lim_{n \rightarrow \infty } x_{n};

(c)

X=l∞,f(x)=3x1−x2+2x4X = l_{\infty }, f(x) = 3 x_{1}-x_{2}+2 x_{4};

(d)

X=l2,f(x)=∑n=1∞xnnX = l_{2}, f(x) = \sum_{n = 1}^{\infty } \frac{x_{n}}{n};

(e)

X=l1,f(x)=∑n=1∞xnnX = l_{1}, f(x) = \sum_{n = 1}^{\infty } \frac{x_{n}}{n};

(f)

X=L1[−1,1],f(x)=∫−11tx(t)dtX = L_{1}[-1,1], f(x) = \int_{-1}^{1} t x(t) d t;

(g)

X=L2[−1,1],f(x)=∫−11tx(t)dtX = L_{2}[-1,1], f(x) = \int_{-1}^{1} t x(t) d t;

(h)

X=L∞[−1,1],f(x)=∫−11tx(t)dtX = L_{\infty }[-1,1], f(x) = \int_{-1}^{1} t x(t) d t;

(i)

X=C[−1,1],f(x)=x(1)−x(−1)X = C[-1,1], f(x) = x(1)-x(-1);

(j)

X=C[−1,1],f(x)=∫−11tx(t)dt−x(0)X = C[-1,1], f(x) = \int_{-1}^{1} t x(t) d t-x(0);

(k)

X=C[−1,1],f(x)=∫−10x(t)dt−∫01x(t)dtX = C[-1,1], f(x) = \int_{-1}^{0} x(t) d t-\int_{0}^{1} x(t) d t;

(l)

X=C[0,1],f(x)=∑k=1nαkx(tk)X = C[0,1], f(x) = \sum_{k = 1}^{n} \alpha_{k} x\left(t_{k}\right), where tk∈[0,1]t_{k} \in [0,1], and αk∈C\alpha_{k} \in \mathbb {C};

(m)

X=C[0,1],f(x)=∫01x(t)y(t)dtX = C[0,1], f(x) = \int_{0}^{1} x(t) y(t) d t, where y∈C[0,1]y \in C[0,1];

(n)

X=C[0,1],f(x)=lim⁡n→∞∫01x(tn)dtX = C[0,1], f(x) = \lim_{n \rightarrow \infty } \int_{0}^{1} x\left(t^{n}\right) d t;

(o)

X=C1[−1,1]X = C^{1}[-1,1] with either of the two norms indicated in the list of spaces, f(x)=x′(1)−x′(−1)f(x) = x^{\prime }(1)-x^{\prime }(-1);

(p)

X=C1[−1,1]X = C^{1}[-1,1] with either of the two norms indicated in the list of spaces, f(x)=∫−11x(t)dt+x′(0)f(x) = \int_{-1}^{1} x(t) d t+x^{\prime }(0);

(q)

X=W21[−π,π],f(x)=∫−ππ(x(t)sin⁡t+x′(t)cos⁡t)dt;X = W_{2}^{1}[-\pi , \pi ], f(x) = \int_{-\pi }^{\pi }\left(x(t) \sin t+x^{\prime }(t) \cos t\right) d t ;

(r)

X=W21[−π,π],f(x)=∫−ππ(x(t)cos⁡t+x′(t)sin⁡t)dtX = W_{2}^{1}[-\pi , \pi ], f(x) = \int_{-\pi }^{\pi }\left(x(t) \cos t+x^{\prime }(t) \sin t\right) d t.

Problem 5.20

Prove that the indicated functional is linear and continuous on the indicated space XX, and find its norm:

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(a)

X=W21[−π,π],f(x)=x(0)X = W_{2}^{1}[-\pi , \pi ], f(x) = x(0);

(b)

X=W21[0,π],fa(x)=x(a)X = W_{2}^{1}[0, \pi ], f_{a}(x) = x(a), where the point a∈[0,π]a \in [0, \pi ] is fixed;

(c)

X=AL2(∣ζ∣<1),fa(x)=x(a)X = \mathcal{A} \mathcal{L}_{2}(\left|\zeta \right| < 1), f_{a}(x) = x(a), where the point a∈C,∣a∣<1a \in \mathbb {C},\left|a\right| < 1, is fixed.

Problem 5.21

Prove that in a finite-dimensional normed space and in a Hilbert space every functional attains its norm on the unit ball. In each of the spaces give examples of functionals that do not attain their norm on the unit ball:

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(a)

c0c_{0};

(b)

cc;

(c)

l1l_{1};

(d)

L1[0,1]L_{1}[0,1];

(e)

C[0,1]C[0,1].

Problem 5.22

Let ff be a nonzero linear continuous functional on a normed space XX. Prove that if for some x∉Ker⁡fx \notin \operatorname {Ker} f there exists an element of best approximation in Ker⁡f\operatorname {Ker} f (see Definition 2.16), then ff attains its norm on the unit ball. Prove that if ff attains its norm on the unit ball, then for any x∈Xx \in X there exists in Ker⁡f\operatorname {Ker} f an element closest to xx.

Definition 2.16: Let XX be a normed space, YY a subspace of it, and xx an arbitrary vector of XX. A vector y0∈Yy_{0} \in Y for which dist⁡(x,Y)=∥x−y0∥\operatorname {dist}(x, Y) = \left\| x-y_{0}\right\| (if such a vector exists) is called an element of best approximation for the vector xx in the subspace YY.

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Problem 5.23

Give an example of a Banach space XX and a closed subspace X0X_{0} in it for which there is no 00-perpendicular (see Definition 2.18).

Definition 2.18: Let XX be a normed space, X0X_{0} a closed subspace of it, ε∈[0,1]\varepsilon \in [0,1]. A vector x∈Xx \in X is called an ε\varepsilon-perpendicular (or almost perpendicular) to X0X_{0} if ∥x∥=1\left\| x\right\| = 1 and dist⁡(x,X0)⩾1−ε\operatorname {dist}\left(x, X_{0}\right) \geqslant 1-\varepsilon.

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