Section 2.1

Main concepts and properties. Examples of normed spaces

[18/17%]
Show
LaTeX
Problem 2.1
?
(a)

Prove Young's inequality: ab⩽app+bqqa b \leqslant \frac{a^{p}}{p}+\frac{b^{q}}{q}, where a⩾0,b⩾0a \geqslant 0, b \geqslant 0, p>1,q>1p > 1, q > 1 and 1p+1q=1\frac{1}{p}+\frac{1}{q} = 1. Prove that equality is attained if and only if b=ap−1b = a^{p-1}.

(b)

Let (M,Σ,μ)(M, \Sigma , \mu ) be a measure space with a sigma-finite measure, and let the measurable functions xx and yy be integrable on MM with respect to the measure μ\mu to the powers 1<p<∞1 < p < \infty and 1<q<∞1 < q < \infty respectively, 1p+1q=1\frac{1}{p}+\frac{1}{q} = 1. Prove the integral Hölder inequality

∫M∣x(t)y(t)∣dμ⩽(∫M∣x(t)∣pdμ)1/p(∫M∣y(t)∣qdμ)1/q(2.1) \int _{M}|x(t) y(t)| d \mu \leqslant \left(\int _{M}|x(t)|^{p} d \mu \right)^{1 / p}\left(\int _{M}|y(t)|^{q} d \mu \right)^{1 / q} \tag {2.1}

Prove that equality is attained if and only if the functions ∣x∣p\left|x\right|^{p} and ∣y∣q\left|y\right|^{q} are linearly dependent.

(c)

Let (M,Σ,μ)(M, \Sigma , \mu ) be a measure space with a sigma-finite measure, and let the measurable functions xx and yy be integrable on MM with respect to the measure μ\mu to the power 1⩽p<∞1 \leqslant p < \infty. Prove the integral Minkowski inequality

(∫M∣x(t)+y(t)∣pdt)1/p⩽(∫M∣x(t)∣pdt)1/p+(∫M∣y(t)∣pdt)1/p(2.2) \left(\int _{M}|x(t)+y(t)|^{p} d t\right)^{1 / p} \leqslant \left(\int _{M}|x(t)|^{p} d t\right)^{1 / p}+\left(\int _{M}|y(t)|^{p} d t\right)^{1 / p} \tag {2.2}

Prove that for p>1p > 1 equality in the integral Minkowski inequality is attained if and only if the functions xx and yy are linearly dependent.

Problem 2.2

Devise measure spaces (M,Σ,μ)(M, \Sigma , \mu ) for which inequalities (2.1) and (2.2) turn into the numerical Hölder and Minkowski inequalities (ak,bk∈C)(a_{k}, b_{k} \in \mathbb {C}):

?
(a)
∑k=1n(∞)∣akbk∣⩽(∑k=1n(∞)∣ak∣p)1/p(∑k=1n(∞)∣bk∣q)1/q \sum _{k = 1}^{n(\infty )}\left|a_{k} b_{k}\right| \leqslant \left(\sum _{k = 1}^{n(\infty )}\left|a_{k}\right|^{p}\right)^{1 / p}\left(\sum _{k = 1}^{n(\infty )}\left|b_{k}\right|^{q}\right)^{1 / q}
(b)
(∑k=1n(∞)∣ak+bk∣p)1/p⩽(∑k=1n(∞)∣ak∣p)1/p+(∑k=1n(∞)∣bk∣p)1/p \left(\sum _{k = 1}^{n(\infty )}\left|a_{k}+b_{k}\right|^{p}\right)^{1 / p} \leqslant \left(\sum _{k = 1}^{n(\infty )}\left|a_{k}\right|^{p}\right)^{1 / p}+\left(\sum _{k = 1}^{n(\infty )}\left|b_{k}\right|^{p}\right)^{1 / p}
Problem 2.3

Give examples of measurable functions xx such that:

?
(a)

x∉L∞[0,1]x \notin L_{\infty }[0,1];

(b)

xx belongs to L∞[0,1]L_{\infty }[0,1], but is not bounded on [0,1][0,1].

Problem 2.4

For functions x∈L1(M,Σ,μ),y∈L∞(M,Σ,μ)x \in L_{1}(M, \Sigma , \mu ), y \in L_{\infty }(M, \Sigma , \mu ) prove the inequality ∫M∣x(t)y(t)∣dμ⩽∥x∥1∥y∥∞\int_{M}\left|x(t) y(t)\right| d \mu \leqslant \left\| x\right\|_{1}\left\| y\right\|_{\infty }.

?
Problem 2.5

Prove that if x∈L∞(M,Σ,μ)x \in L_{\infty }(M, \Sigma , \mu ) and the measure μ\mu is finite, then lim⁡p→∞∥x∥p=∥x∥∞\lim_{p \rightarrow \infty }\left\| x\right\|_{p} = \left\| x\right\|_{\infty }. In particular, for any vector x∈Cnx \in \mathbb {C}^{n} it holds that

lim⁡p→∞(∑k=1n∣xk∣p)1/p=max⁡1⩽k⩽n∣xk∣ \lim _{p \rightarrow \infty }\left(\sum _{k = 1}^{n}\left|x_{k}\right|^{p}\right)^{1 / p} = \max _{1 \leqslant k \leqslant n}\left|x_{k}\right|
?
Problem 2.6

Verify the axioms of a norm in the spaces (see the list of spaces):

?
(a)

L∞(M,Σ,μ)L_{\infty }(M, \Sigma , \mu );

(b)

C[0,1]C[0,1];

(c)

C1[0,1]C^{1}[0,1],

(d)

BC(R)B C(\mathbb {R});

(e)

AC(D)\mathcal{A C}(D);

(f)

C0(R)C_{0}(\mathbb {R});

(g)

Cp[0,1],p∈[1,∞)C_{p}[0,1], p \in [1, \infty );

(h)

C21[0,1]C_{2}^{1}[0,1].

Problem 2.7

Prove that the norms ∥⋅∥1\left\| \cdot \right\|_{1} and ∥⋅∥2\left\| \cdot \right\|_{2}, introduced on the space Cn[a,b]C^{n}[a, b] in the list of spaces, satisfy the axioms of a norm and are equivalent.

?
Problem 2.8

Among the mappings of the linear space of continuously differentiable functions on the segment [ 0,1 ] listed below, choose the mappings satisfying the axioms of a norm, and order these norms with respect to the subordination relation:

?
(a)

∥x∥0=max⁡t∈[0,1]∣x(t)∣\left\| x\right\|_{0} = \max_{t \in [0,1]}\left|x(t)\right|;

(b)

∥x∥1=max⁡t∈[0,1]∣x′(t)∣\left\| x\right\|_{1} = \max_{t \in [0,1]}\left|x^{\prime }(t)\right|;

(c)

∥x∥2=max⁡t∈[0,1]∣x(t)∣+max⁡t∈[0,1]∣x′(t)∣\left\| x\right\|_{2} = \max_{t \in [0,1]}\left|x(t)\right|+\max_{t \in [0,1]}\left|x^{\prime }(t)\right|;

(d)

∥x∥3=max⁡t∈[0,1]∣x′(t)∣+∣x(a)∣\left\| x\right\|_{3} = \max_{t \in [0,1]}\left|x^{\prime }(t)\right|+\left|x(a)\right|, where a∈[0,1]a \in [0,1];

(e)

∥x∥4=max⁡t∈[0,1]∣x′(t)∣+∫01∣x(t)∣dt\left\| x\right\|_{4} = \max_{t \in [0,1]}\left|x^{\prime }(t)\right|+\int_{0}^{1}\left|x(t)\right| d t;

(f)

∥x∥5=max⁡t∈[0,1]∣x′(t)∣+∣x(a)−x(b)∣\left\| x\right\|_{5} = \max_{t \in [0,1]}\left|x^{\prime }(t)\right|+\left|x(a)-x(b)\right|, where a,b∈[0,1]a, b \in [0,1].

Problem 2.9

Let the function v(t)v(t) be continuous and positive on [0,1][0,1]. Prove that the mapping F:x↦(∫01v(t)∣x(t)∣pdt)1/pF: x \mapsto \left(\int_{0}^{1} v(t)|x(t)|^{p} d t\right)^{1 / p}, acting from Lp[0,1]L_{p}[0,1] to R\mathbb {R}, where p∈[1,∞)p \in [1, \infty ), satisfies the axioms of a norm, and this norm is equivalent to the standard ∥⋅∥p\left\| \cdot \right\|_{p}.

?
Problem 2.10

Verify the axioms of a norm on the space of functions of bounded variation BV[0,1]B V[0,1].

?
Problem 2.11

Prove that all norms ∥x∥a=Var⁡01x(t)+∣x(a)∣\left\| x\right\|_{a} = \operatorname {Var}_{0}^{1} x(t)+\left|x(a)\right|, where 0⩽a⩽10 \leqslant a \leqslant 1, on the space of functions of bounded variation BV[0,1]B V[0,1] are equivalent to each other and equivalent to the norm ∥⋅∥BV\left\| \cdot \right\|_{B V} from the list of spaces.

?
Problem 2.12

Verify the axioms of a norm in the space BV0[0,1]B V_{0}[0,1] (see the list of spaces).

?
Problem 2.13

Prove Theorem 2.1 on the equivalence of norms in a finite-dimensional space.

Theorem 2.1: If dim⁡X<∞\dim X < \infty (here dim⁡X\dim X is the linear dimension of the linear space XX) and ∥⋅∥1\left\| \cdot \right\|_{1} and ∥⋅∥2\left\| \cdot \right\|_{2} are two different norms on XX, then ∥⋅∥1∼∥⋅∥2\left\| \cdot \right\|_{1} \sim \left\| \cdot \right\|_{2}, i.e., there exist constants c,C>0c, C > 0 such that c∥x∥1⩽∥x∥2⩽C∥x∥1c\left\| x\right\|_{1} \leqslant \left\| x\right\|_{2} \leqslant C\left\| x\right\|_{1} for all x∈Xx \in X.

?
Problem 2.14

Let pp be a numerical function on a linear space XX satisfying the first two axioms of a norm. Prove that the third axiom (the triangle inequality) is equivalent to the convexity of the set {x∈X:p(x)⩽1}\left\{ x \in X: p(x) \leqslant 1\right\}.

?
Problem 2.15

Prove that the function ∥x∥p=(∑k=1n∣xk∣p)1/p\left\| x\right\|_{p} = \left(\sum_{k = 1}^{n}\left|x_{k}\right|^{p}\right)^{1 / p} is not a norm for 0<p<10 < p < 1 on an nn-dimensional linear space for n⩾2n \geqslant 2. p⩽qp \leqslant q.

?
Problem 2.16

Find inf⁡x≠0∥x∥p∥x∥q\inf_{x \neq 0} \frac{\left\| x\right\|_{p}}{\left\| x\right\|_{q}} and sup⁡x≠0∥x∥p∥x∥q\sup_{x \neq 0} \frac{\left\| x\right\|_{p}}{\left\| x\right\|_{q}}, where x∈Rnx \in \mathbb {R}^{n}, for all pp and q∈[1,∞]q \in [1, \infty ],

?
Problem 2.17

Prove that in the linear space lp,1⩽p⩽∞l_{p}, 1 \leqslant p \leqslant \infty, the norms ∥⋅∥p\left\| \cdot \right\|_{p} and ∥⋅∥q,q>p\left\| \cdot \right\|_{q}, q > p, are not equivalent, but ∥⋅∥q≺∥⋅∥p\left\| \cdot \right\|_{q} \prec \left\| \cdot \right\|_{p}.

?
Problem 2.18

Prove that the norms ∥⋅∥p\left\| \cdot \right\|_{p} and ∥⋅∥q,1⩽p<q⩽∞\left\| \cdot \right\|_{q}, 1 \leqslant p < q \leqslant \infty, in the linear space of continuous functions on [0,1][0,1] are not equivalent, but ∥⋅∥p≺∥⋅∥q\left\| \cdot \right\|_{p} \prec \left\| \cdot \right\|_{q}.

?