Section II.1

Measure Theory

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Problem 73

Prove that the symmetric difference operation satisfies the condition

A△B⊂(A△C)∪(B△C) A\triangle B\subset (A\triangle C)\cup (B\triangle C)

(the analog of the triangle inequality for the set-valued ``distance'' d(A,B)=A△Bd(A,B)=A\triangle B).

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Problem 74

Prove that:

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(a)

(A1∪A2)△(B1∪B2)⊂(A1△B1)∪(A2△B2)(A_1\cup A_2)\triangle (B_1\cup B_2)\subset (A_1\triangle B_1)\cup (A_2\triangle B_2);

(b)

(A1∩A2)△(B1∩B2)⊂(A1△B1)∩(A2△B2)(A_1\cap A_2)\triangle (B_1\cap B_2)\subset (A_1\triangle B_1)\cap (A_2\triangle B_2);

(c)

(A1∖A2)△(B1∖B2)⊂(A1△B1)∖(A2△B2)(A_1\setminus A_2)\triangle (B_1\setminus B_2)\subset (A_1\triangle B_1)\setminus (A_2\triangle B_2).

(These inclusions mean that the operations of union, intersection, and complementation are continuous with respect to the ``distance'' of Problem 73.)

Problem 75

Show that a system of sets that is closed under the union and intersection operations is not necessarily a ring.

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Problem 76

Prove that a system of sets that is closed under the union and difference operations is a ring.

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Problem 77

Prove that the set of all intervals (open, closed, and half-open) on the line is a half-ring, but not a ring.

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Problem 78

Show that for any nonempty system SS of sets there is exactly one minimal ring R(S)R(S), i.e., a ring R(S)R(S) of sets such that S⊂R(S)S\subset R(S), and R(S)⊂RR(S)\subset R for any ring RR containing SS.

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Problem 79

Prove that the minimal ring of a half-ring SS is the system of sets of the form A=∐k=1nAkA=\coprod_{k=1}^{n}A_k, Ak∈SA_k\in S.

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Problem 80

Prove that any σ\sigma-algebra is a δ\delta-algebra and, conversely, any δ\delta-algebra is a σ\sigma-algebra.

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Problem 81
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(a)

Prove that a direct product of half-rings is a half-ring.

(b)

Prove that a direct product of rings may not be a ring.

Problem 82

The limit supremum of a sequence of sets EnE_n is defined to be the set lim sup⁡nEn=⋂n(⋃k≥nEk)\limsup_n E_n=\bigcap_n\left(\bigcup_{k\geq n}E_k\right), i.e., the collection of points belonging to infinitely many sets EnE_n. The limit infimum of a sequence of sets EnE_n is defined to be the set lim inf⁡nEn=⋃n(⋂k≥nEk)\liminf_n E_n=\bigcup_n\left(\bigcap_{k\geq n}E_k\right). Prove that lim inf⁡nEn⊂lim sup⁡nEn\liminf_n E_n\subset \limsup_n E_n for any sequence of sets EnE_n. If the limits supremum and infimum are equal, then their common value is called the limit of the sequence of sets EnE_n.

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Problem 83

Give an example of a sequence of sets EnE_n for which lim inf⁡nEn≠lim sup⁡nEn\liminf_n E_n\neq \limsup_n E_n.

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Problem 84

Let XX be a set and {En}\left\{ E_n\right\} a sequence of sets such that En⊂XE_n\subset X for any nn. Prove the formula

X∖lim sup⁡nEn=lim inf⁡n(X∖En). X\setminus \limsup _n E_n=\liminf _n(X\setminus E_n).
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Problem 85

Let {En}\left\{ E_n\right\} be a sequence of sets, and {χn}\left\{ \chi_n\right\} the sequence of their characteristic functions. Prove that the function lim sup⁡nχn\limsup_n\chi_n is the characteristic function of the set lim sup⁡nEn\limsup_n E_n, and the function lim inf⁡nχn\liminf_n\chi_n is the characteristic function of the set lim inf⁡nEn\liminf_n E_n.

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Problem 86

Prove that the limit of a sequence of sets EnE_n exists if and only if the sequence of characteristic functions of the EnE_n has a limit.

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Problem 87

Let AA be a system of sets and A~\widetilde A the collection of characteristic functions of the sets in AA. Prove that AA is a ring of sets if and only if A~\widetilde A is an algebraic ring (with respect to addition and multiplication modulo 2).

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Problem 88

The Borel sets on the line are defined to be the sets obtained from intervals by countably many operations of union, intersection, and difference. Prove that the collection of Borel sets has the cardinality of the continuum.

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Problem 89
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(a)

Let f:A→Bf:A\to B be a mapping of sets, A\mathcal A a system of subsets of AA, and B\mathcal B a system of subsets of BB. Define

f(A)={f(X)⊂B:X∈A},f−1(B)={f−1(Y)∈A:Y∈B}. \begin{align} f(\mathcal A)& =\left\{ f(X)\subset \mathcal B:X\in \mathcal A\right\} ,\\ f^{-1}(\mathcal B)& =\left\{ f^{-1}(Y)\in \mathcal A:Y\in \mathcal B\right\} . \end{align}

Prove that f−1(B)f^{-1}(\mathcal B) is a ring if B\mathcal B is.

(b)

In the notation of Problem 89(a) show that f(A)f(\mathcal A) is not necessarily a ring if A\mathcal A is a ring.

(c)

In the notation of Problem 89(a) show that f−1(B)f^{-1}(\mathcal B) is a σ\sigma-algebra if B\mathcal B is.

(d)

In the notation of Problem 78 and Problem 89(a) prove that

R(f−1(B))=f−1(R(B)). R(f^{-1}(\mathcal B))=f^{-1}(R(\mathcal B)).
Problem 90
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Problem 91
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Problem 92

Prove that the cardinality of the set of Lebesgue measurable subsets of [0,1][0,1] is greater than that of the continuum.

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Problem 93

Let μ\mu be Lebesgue measure on [0,1][0,1], and introduce an equivalence relation on the space of Lebesgue measurable subsets of [0,1][0,1] by setting A∼BA\sim B if μ(A△B)=0\mu \left(A\triangle B\right)=0. Prove that the collection of equivalence classes has the cardinality of the continuum.

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Problem 94

Let μ\mu be a measure on SS. Prove that the following conditions are equivalent if SS is a ring, and may not be equivalent if SS is a half-ring.

  1. Countable additivity: μ(∐k=1∞Ak)=∑k=1∞μ(Ak)\mu \left(\coprod_{k=1}^{\infty }A_k\right)=\sum_{k=1}^{\infty }\mu \left(A_k\right).

  2. Upper semicontinuity: if A1⊃A2⊃A3⊃⋯A_1\supset A_2\supset A_3\supset \cdots and A=⋂k=1∞AkA=\bigcap_{k=1}^{\infty }A_k, then μ(A)=lim⁡μ(Ak)\mu \left(A\right)=\lim \mu \left(A_k\right).

  3. Lower semicontinuity: if A1⊂A2⊂A3⊂⋯A_1\subset A_2\subset A_3\subset \cdots and A=⋃k=1∞AkA=\bigcup_{k=1}^{\infty }A_k, then μ(A)=lim⁡μ(Ak)\mu \left(A\right)=\lim \mu \left(A_k\right).

  4. Continuity: μ(lim⁡n→∞Ak)=lim⁡n→∞μ(Ak)\mu \left(\lim_{n\to \infty }A_k\right)=\lim_{n\to \infty }\mu \left(A_k\right).

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Problem 95

Let μ\mu be a countably additive measure on a half-ring S⊂P(X)S\subset \mathcal P(X), and μ∗\mu^* the corresponding outer measure on P(X)\mathcal P(X).

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(a)

Prove that the relation μ∗(A△B)=0\mu^*\left(A\triangle B\right)=0 is an equivalence relation and that the function d(A~,B~)=μ∗(A△B)d(\widetilde A,\widetilde B)=\mu^*\left(A\triangle B\right) defines a distance on the corresponding quotient set M\mathcal M. (Here A~\widetilde A and B~\widetilde B are the equivalence classes containing the sets AA and BB.)

(b)

Prove that the metric space M\mathcal M in Problem 95(a) is complete.

(c)

Let RR and LL be the subspaces of M\mathcal M (see Problem 95(a)) consisting of the classes of elementary (i.e., belonging to R(S)R(S)) and measurable sets, respectively. Prove that LL coincides with the closure of RR.

Problem 96

Let SS be the half-ring of intervals of the form [a,b)[a,b) on [0,1][0,1], and M\mathcal M the space constructed in Problem 95(a). Prove that M\mathcal M is connected and not compact.

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Problem 97

Let {En}\left\{ E_n\right\} be a sequence of Lebesgue measurable subsets of the line. Are the limits supremum and infimum of the sequence {En}\left\{ E_n\right\} measurable sets (see Problem 82)?

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Problem 98

Let AnA_n be a sequence of measurable sets with ∑μ(An)<∞\sum \mu \left(A_n\right)<\infty. Prove that μ(lim sup⁡An)=0\mu \left(\limsup A_n\right)=0.

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Problem 99
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(a)

Prove that the Borel sets are Lebesgue measurable (see Problem 88).

(b)

Prove that every Lebesgue measurable set on the line is the union of a Borel set and a set of measure zero.

Problem 100

Suppose that XX is the unit square in the plane and SS is the half-ring of rectangles in XX of the form

Tab={a≤x<b, 0≤y≤1}. T_{ab}=\left\{ a\leq x<b,\ 0\leq y\leq 1\right\} .

Define m(Tab)=b−am(T_{ab})=b-a. Describe the explicit form of the Lebesgue extension of the measure mm.

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Problem 101

Under the conditions and with the notation of Problem 100 prove that the set T~={0≤x≤1, y=1/2}\widetilde T=\left\{ 0\leq x\leq 1,\ y=1/2\right\} is not measurable, and find its outer measure.

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Problem 102

Suppose that a measure μ\mu is defined on a half-ring XX with unit, and let μ∗\mu^* be its outer measure. A set A⊂XA\subset X is said to be measurable in the Carathéodory sense if for any subset Z⊂XZ\subset X

μ∗(Z)=μ∗(Z∩A)+μ∗(Z∖A). \mu ^*\left(Z\right)=\mu ^*\left(Z\cap A\right)+\mu ^*\left(Z\setminus A\right).

Prove that AA is Lebesgue measurable if and only if it is measurable in the Carathéodory sense.

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Problem 103

Let μ\mu be a σ\sigma-additive measure defined on a half-ring. A set AA is called a set of σ\sigma-uniqueness for μ\mu if:

  1. there exists a σ\sigma-additive extension λ\lambda of μ\mu that is defined on AA;

  2. for every two such σ\sigma-additive extensions λ1\lambda_1 and λ2\lambda_2, λ1(A)=λ2(A)\lambda_1\left(A\right)=\lambda_2\left(A\right).

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(a)

Prove that each set AA measurable in the Lebesgue sense is a set of σ\sigma-uniqueness for the original measure μ\mu.

(b)

Prove that the collection of sets measurable in the Lebesgue sense exhausts the collection of sets of σ\sigma-uniqueness for the original measure μ\mu.

Problem 104

Suppose that each of the sets XnX_n, n=1,2,3,…n=1,2,3,\ldots, consists of the digits 0,1,2,…,90,1,2,\ldots ,9. Define a measure μn\mu_n on XnX_n by setting μn(Y)=(1/10)card⁡Y\mu_n\left(Y\right)=(1/10)\operatorname {card}Y. Let the measure μ\mu on X=∏XnX=\prod X_n be the product of the measures μn\mu_n. Prove that μ\mu passes into the usual Lebesgue measure on [0,1][0,1] under the mapping {xn}↦0.x1x2x3…\left\{ x_n\right\} \mapsto 0.x_1x_2x_3\ldots (infinite decimal fraction) of XX into [0,1][0,1].

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Problem 105

Construct a subset of the line that is not Lebesgue measurable.

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Problem 106

Construct a Lebesgue measurable set in the plane whose projections on the coordinate axes are not measurable.

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Problem 107

Let μ\mu be Lebesgue measure, and XX a measurable subset of [0,1][0,1]. A point x∈Xx\in X is called a point of density of the set XX if

lim⁡ε→0μ(X∩(x−ε,x+ε))2ε=1. \lim _{\varepsilon \to 0}\frac{\mu \left(X\cap (x-\varepsilon ,x+\varepsilon )\right)}{2\varepsilon }=1.

Prove that almost all points of XX are points of density.

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Problem 108

Describe all the subsets EE of [0,1][0,1] whose characteristic functions χE(x)\chi_E(x) are Riemann integrable.

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Problem 109
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(a)

Let XX be a space with a σ\sigma-additive measure. Prove that the subsets of zero measure in XX form a σ\sigma-ring.

(b)

Prove that the countable sets on the line have Lebesgue measure zero. Give an example of an uncountable subset of the line having Lebesgue measure zero.

Problem 110

Prove that the set of all signed measures on a σ\sigma-algebra A\mathfrak A is a linear space that is complete with respect to the distance

d(ν1,ν2)=sup⁡A∈A∣ν1(A)−ν2(A)∣. d(\nu _1,\nu _2)=\sup _{A\in \mathfrak A}\left|\nu _1\left(A\right)-\nu _2\left(A\right)\right|.
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Problem 111

For any subset MM of Rn\mathbb {R}^{n} let M−MM-M denote the set

M−M={x−y:x∈M,y∈M}. M-M=\left\{ x-y:x\in M,y\in M\right\} .

Prove that if MM is measurable and has positive Lebesgue measure, then M−MM-M contains a neighborhood of zero in Rn\mathbb {R}^{n}.

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Problem 112

Let X={x1,x2,…,xn,…}X=\left\{ x_1,x_2,\ldots ,x_n,\ldots \right\} be a countable set, and assign to each element xix_i a number pi≥0p_i\geq 0 in such a way that ∑n=1∞pn=1\sum_{n=1}^{\infty }p_n=1. For any subset A⊂XA\subset X let m(A)=∑n∈NApnm(A)=\sum_{n\in N_A}p_n, where NA={i:xi∈A}N_A=\left\{ i:x_i\in A\right\}. Prove that mm is a σ\sigma-additive measure on the algebra of all subsets of XX.

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Problem 113

Give an example of a finitely additive measure that is not σ\sigma-additive.

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Problem 114

Compute the Wiener measure of the set of functions f∈C[a,b]f\in C[a,b] having the properties: f(a)<0f(a)<0, f(b)>0f(b)>0.

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Remark.
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The Wiener measure in §1.3 of Chapter II is the Lebesgue extension of the measure on the half-ring of cylinder sets

X(t1,…,tn;Δ1,…,Δn)={x∈C[a,b]:x(tk)∈Δk for k=1,…,n}, X(t_1,\ldots ,t_n;\Delta _1,\ldots ,\Delta _n)=\left\{ x\in C[a,b]:x(t_k)\in \Delta _k\text{ for }k=1,\ldots ,n\right\} ,

where t1≤⋯≤tnt_1\leq \cdots \leq t_n are points in [a,b][a,b] and Δ1,…,Δn\Delta_1,\ldots ,\Delta_n are intervals on the real line. Its values are

μ(X(t1,…,tn;Δ1,…,Δn))=π(1−n)/2∏k=1n−1(tk+1−tk)−1/2×∫Δ1⋯∫Δnexp(−∑k=1n−1(τk+1−τk)2tk+1−tk) dτ1⋯dτn. \begin{align} \mu \left(X(t_1,\ldots ,t_n;\Delta _1,\ldots ,\Delta _n)\right)={}& \pi ^{(1-n)/2}\prod _{k=1}^{n-1}(t_{k+1}-t_k)^{-1/2}\\ & \times \int _{\Delta _1}\cdots \int _{\Delta _n}\mathrm{exp}\left(-\sum _{k=1}^{n-1}\frac{(\tau _{k+1}-\tau _k)^2}{t_{k+1}-t_k}\right)\, d\tau _1\cdots d\tau _n. \end{align}

For n=1n=1, this means μ(X(t,Δ))=∫Δdτ=∣Δ∣\mu \left(X(t,\Delta )\right)=\int_\Delta d\tau =\left|\Delta \right|.

Problem 115

Define a measure μ\mu on [0,1][0,1] by the formula

μ([α,β))=log⁡21+β1+α. \mu \left([\alpha ,\beta )\right)=\log _2\frac{1+\beta }{1+\alpha }.

Prove that this measure is preserved under the transformation x↦{1/x}x\mapsto \left\{ 1/x\right\}, where {⋅}\left\{ \cdot \right\} denotes the fractional part of a number.

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Problem 116

Each real number x∈[0,1]x\in [0,1] can be expanded in a continued fraction

x=1n1+1n2+⋯ x=\cfrac 1{n_1+\cfrac 1{n_2+\cdots }}

(the finite fractions correspond to the rational numbers, and the infinite ones to the irrational numbers).

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(a)

Prove that in terms of the sequence {nk}\left\{ n_k\right\} the transformation in Problem 115 has the form {nk}↦{nk+1}\left\{ n_k\right\} \mapsto \left\{ n_{k+1}\right\}.

(b)
Problem 117

Prove that the condition of absolute convergence of the series ∑ν(An)\sum \nu \left(A_n\right) in the definition of a signed measure can be replaced by the condition of simple convergence.

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Problem 118

Compute the variation of the complex measure ν=μ1+iμ2\nu =\mu_1+i\mu_2 on a set AA if:

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(a)

it is known that the measures μ1\mu_1 and μ2\mu_2 are disjoint on AA;

(b)

μ1=μ2\mu_1=\mu_2 on AA.

Problem 119

Let ν\nu be a complex measure on a σ\sigma-algebra A⊂P(X)\mathfrak A\subset \mathcal P(X). Prove that the real and imaginary parts of ν\nu are signed measures on A\mathfrak A.

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Problem 120

Let ν\nu be a signed measure on a σ\sigma-algebra A⊂P(X)\mathfrak A\subset \mathcal P(X). Prove that sup⁡A∈Aν(A)<+∞\sup_{A\in \mathfrak A}\nu \left(A\right)<+\infty, inf⁡A∈Aν(A)>−∞\inf_{A\in \mathfrak A}\nu \left(A\right)>-\infty.

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Problem 121

Prove that supremum and infimum in Problem 120 are attained on some sets A+A_+ and A−A_- in A\mathfrak A.

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Problem 122

In the notation of Problem 120 prove that the function ν\nu (resp., −ν-\nu) is a σ\sigma-additive measure on A∩P(A+)\mathfrak A\cap \mathcal P(A_+) (resp., on A∩P(A−)\mathfrak A\cap \mathcal P(A_-)).

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Problem 123

In the notation of Problem 120 prove that ν(A)=ν(A∩A+)+ν(A∩A−)\nu \left(A\right)=\nu \left(A\cap A_+\right)+\nu \left(A\cap A_-\right) for every A∈AA\in \mathfrak A.

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Problem 124

Prove that the variation ∣ν∣\left|\nu \right| of a signed measure ν\nu is finite and σ\sigma-additive.

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