Chapter 5

Product Measures

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Problem 5A.1

Suppose (X,S)(X, \mathcal{S}) and (Y,T)(Y, \mathcal{T}) are measurable spaces. Prove that if AA is a nonempty subset of XX and BB is a nonempty subset of YY such that A×B∈S⊗TA \times B \in \mathcal{S} \otimes \mathcal{T}, then A∈SA \in \mathcal{S} and B∈TB \in \mathcal{T}.

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Problem 5A.2

Suppose (X,S)(X, \mathcal{S}) is a measurable space. Prove that if E∈S⊗SE \in \mathcal{S} \otimes \mathcal{S}, then

{x∈X:(x,x)∈E}∈S. \left\{ x \in X:(x, x) \in E\right\} \in \mathcal{S}.
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Problem 5A.3

Let B\mathcal{B} denote the σ\sigma-algebra of Borel subsets of R\mathbb {R}. Show that there exists a set E⊆R×RE \subseteq \mathbb {R} \times \mathbb {R} such that [E]a∈B[E]_{a} \in \mathcal{B} and [E]a∈B[E]^{a} \in \mathcal{B} for every a∈Ra \in \mathbb {R}, but E∉B⊗BE \notin \mathcal{B} \otimes \mathcal{B}.

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Problem 5A.4

Suppose (X,S)(X, \mathcal{S}) and (Y,T)(Y, \mathcal{T}) are measurable spaces. Prove that if f:X→Rf: X \rightarrow \mathbb {R} is S\mathcal{S}-measurable and g:Y→Rg: Y \rightarrow \mathbb {R} is T\mathcal{T}-measurable and h:X×Y→Rh: X \times Y \rightarrow \mathbb {R} is defined by h(x,y)=f(x)g(y)h(x, y) = f(x) g(y), then hh is (S⊗T)(\mathcal{S} \otimes \mathcal{T})-measurable.

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Problem 5A.5

Verify the assertion in Example 5.11 that the collection of finite unions of intervals of R\mathbb {R} is closed under complementation.

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Problem 5A.6

Verify the assertion in Example 5.12 that the collection of countable unions of intervals of R\mathbb {R} is not closed under complementation.

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Problem 5A.7

Suppose A\mathcal{A} is a nonempty collection of subsets of a set WW. Show that A\mathcal{A} is an algebra on WW if and only if A\mathcal{A} is closed under finite intersections and under complementation.

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Problem 5A.8

Suppose μ\mu is a measure on a measurable space (X,S)(X, \mathcal{S}). Prove that the following are equivalent:

  1. The measure μ\mu is σ\sigma-finite.

  2. There exists an increasing sequence X1⊆X2⊆⋯X_{1} \subseteq X_{2} \subseteq \cdots of sets in S\mathcal{S} such that X=⋃k=1∞XkX = \bigcup_{k = 1}^{\infty } X_{k} and μ(Xk)<∞\mu \left(X_{k}\right) < \infty for every k∈Nk \in \mathbb {N}.

  3. There exists a disjoint sequence X1,X2,X3,…X_{1}, X_{2}, X_{3}, \ldots of sets in S\mathcal{S} such that X=⋃k=1∞XkX = \bigcup_{k = 1}^{\infty } X_{k} and μ(Xk)<∞\mu \left(X_{k}\right) < \infty for every k∈Nk \in \mathbb {N}.

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(a)
(b)
(c)
Problem 5A.9

Suppose μ\mu and ν\nu are σ\sigma-finite measures. Prove that μ×ν\mu \times \nu is a σ\sigma-finite measure.

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Problem 5A.10

Suppose (X,S,μ)(X, \mathcal{S}, \mu ) and (Y,T,ν)(Y, \mathcal{T}, \nu ) are σ\sigma-finite measure spaces. Prove that if ω\omega is a measure on S⊗T\mathcal{S} \otimes \mathcal{T} such that ω(A×B)=μ(A)ν(B)\omega (A \times B) = \mu (A) \nu (B) for all A∈SA \in \mathcal{S} and all B∈TB \in \mathcal{T}, then ω=μ×ν\omega = \mu \times \nu.

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Remark.
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The exercise above means that μ×ν\mu \times \nu is the unique measure on S⊗T\mathcal{S} \otimes \mathcal{T} that behaves as we expect on measurable rectangles.

Problem 5B.1
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(a)

Let λ\lambda denote Lebesgue measure on [0,1][0,1]. Show that

∫[0,1]∫[0,1]x2−y2(x2+y2)2dλ(y)dλ(x)=π4 \int _{[0,1]} \int _{[0,1]} \frac{x^{2}-y^{2}}{\left(x^{2}+y^{2}\right)^{2}} d \lambda (y) d \lambda (x) = \frac{\pi }{4}

and

∫[0,1]∫[0,1]x2−y2(x2+y2)2dλ(x)dλ(y)=−π4 \int _{[0,1]} \int _{[0,1]} \frac{x^{2}-y^{2}}{\left(x^{2}+y^{2}\right)^{2}} d \lambda (x) d \lambda (y) = -\frac{\pi }{4}
(b)

Explain why (a) violates neither Tonelli's Theorem nor Fubini's Theorem.

Problem 5B.2
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(a)

Give an example of a doubly indexed collection {xm,n:m,n∈N}\left\{ x_{m, n}: m, n \in \mathbb {N}\right\} of real numbers such that

∑m=1∞∑n=1∞xm,n=0 and ∑n=1∞∑m=1∞xm,n=∞ \sum _{m = 1}^{\infty } \sum _{n = 1}^{\infty } x_{m, n} = 0 \quad \text{ and } \quad \sum _{n = 1}^{\infty } \sum _{m = 1}^{\infty } x_{m, n} = \infty
(b)

Explain why (a) violates neither Tonelli's Theorem nor Fubini's Theorem.

Problem 5B.3

Suppose (X,S)(X, \mathcal{S}) is a measurable space and f:X→[0,∞]f: X \rightarrow [0, \infty ] is a function. Let B\mathcal{B} denote the σ\sigma-algebra of Borel subsets of (0,∞)(0, \infty ). Prove that Uf∈S⊗BU_{f} \in \mathcal{S} \otimes \mathcal{B} if and only if ff is an S\mathcal{S}-measurable function.

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Remark.
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Definition (region under the graph; UfU_{f}): Suppose XX is a set and f:X→[0,∞]f: X \rightarrow [0, \infty ] is a function. Then the region under the graph of ff, denoted UfU_{f}, is defined by Uf={(x,t)∈X×(0,∞):0<t<f(x)}U_{f} = \left\{ (x, t) \in X \times (0, \infty ): 0 < t < f(x)\right\}.

Problem 5B.4

Suppose (X,S)(X, \mathcal{S}) is a measurable space and f:X→Rf: X \rightarrow \mathbb {R} is a function. Let graph⁡(f)⊆X×R\operatorname {graph}(f) \subseteq X \times \mathbb {R} denote the graph of ff :

graph⁡(f)={(x,f(x)):x∈X} \operatorname {graph}(f) = \left\{ (x, f(x)): x \in X\right\}

Let B\mathcal{B} denote the σ\sigma-algebra of Borel subsets of R\mathbb {R}. Prove that graph (f)∈S⊗B(f) \in \mathcal{S} \otimes \mathcal{B} if ff is an S\mathcal{S}-measurable function.

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Problem 5C.1

Show that a set G⊆RnG \subseteq \mathbb {R}^{n} is open in Rn\mathbb {R}^{n} if and only if for each (b1,…,bn)∈G\left(b_{1}, \ldots , b_{n}\right) \in G, there exists r>0r > 0 such that

{(a1,…,an)∈Rn:(a1−b1)2+⋯+(an−bn)2<r}⊆G \left\{ \left(a_{1}, \ldots , a_{n}\right) \in \mathbb {R}^{n}: \sqrt{\left(a_{1}-b_{1}\right)^{2}+\cdots +\left(a_{n}-b_{n}\right)^{2}} < r\right\} \subseteq G
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Problem 5C.2

Show that there exists a set E⊆R2E \subseteq \mathbb {R}^{2} (thinking of R2\mathbb {R}^{2} as equal to R×R\mathbb {R} \times \mathbb {R}) such that the cross sections [E]a[E]_{a} and [E]a[E]^{a} are open subsets of R\mathbb {R} for every a∈Ra \in \mathbb {R}, but E∉B2E \notin \mathcal{B}_{2}.

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Problem 5C.3

Suppose (X,S),(Y,T)(X, \mathcal{S}),(Y, \mathcal{T}), and (Z,U)(Z, \mathcal{U}) are measurable spaces. We can define S⊗T⊗U\mathcal{S} \otimes \mathcal{T} \otimes \mathcal{U} to be the smallest σ\sigma-algebra on X×Y×ZX \times Y \times Z that contains

{A×B×C:A∈S,B∈T,C∈U} \left\{ A \times B \times C: A \in \mathcal{S}, B \in \mathcal{T}, C \in \mathcal{U}\right\}

Prove that if we make the obvious identifications of the products (X×Y)×Z(X \times Y) \times Z and X×(Y×Z)X \times (Y \times Z) with X×Y×ZX \times Y \times Z, then

S⊗T⊗U=(S⊗T)⊗U=S⊗(T⊗U) \mathcal{S} \otimes \mathcal{T} \otimes \mathcal{U} = (\mathcal{S} \otimes \mathcal{T}) \otimes \mathcal{U} = \mathcal{S} \otimes (\mathcal{T} \otimes \mathcal{U})
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Problem 5C.4

Show that Lebesgue measure on Rn\mathbb {R}^{n} is translation invariant. More precisely, show that if E∈BnE \in \mathcal{B}_{n} and a∈Rna \in \mathbb {R}^{n}, then a+E∈Bna+E \in \mathcal{B}_{n} and λn(a+E)=λn(E)\lambda_{n}(a+E) = \lambda_{n}(E), where

a+E={a+x:x∈E} a+E = \left\{ a+x: x \in E\right\}
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Problem 5C.5

Suppose f:Rn→Rf: \mathbb {R}^{n} \rightarrow \mathbb {R} is Bn\mathcal{B}_{n}-measurable and t∈R\{0}t \in \mathbb {R} \backslash \left\{ 0\right\}. Define ft:Rn→Rf_{t}: \mathbb {R}^{n} \rightarrow \mathbb {R} by ft(x)=f(tx)f_{t}(x) = f(t x).

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(a)

Prove that ftf_{t} is Bn\mathcal{B}_{n}-measurable.

(b)

Prove that if ∫Rnfdλn\int_{\mathbb {R}^{n}} f d \lambda_{n} is defined, then

∫Rnftdλn=1∣t∣n∫Rnfdλn \int _{\mathbb {R}^{n}} f_{t} d \lambda _{n} = \frac{1}{\left|t\right|^{n}} \int _{\mathbb {R}^{n}} f d \lambda _{n}
Problem 5C.6

Suppose λ\lambda denotes Lebesgue measure on (R,L)(\mathbb {R}, \mathcal{L}), where L\mathcal{L} is the σ\sigma-algebra of Lebesgue measurable subsets of R\mathbb {R}. Show that there exist subsets EE and FF of R2\mathbb {R}^{2} such that

  • F∈L⊗LF \in \mathcal{L} \otimes \mathcal{L} and (λ×λ)(F)=0(\lambda \times \lambda )(F) = 0;

  • E⊆FE \subseteq F but E∉L⊗LE \notin \mathcal{L} \otimes \mathcal{L}.

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Remark.
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The measure space (R,L,λ)(\mathbb {R}, \mathcal{L}, \lambda ) has the property that every subset of a measurable set with measure 0 is measurable. This exercise asks you to show that the measure space (R2,L⊗L,λ×λ)\left(\mathbb {R}^{2}, \mathcal{L} \otimes \mathcal{L}, \lambda \times \lambda \right) does not have this property.

Problem 5C.7

Suppose m∈Nm \in \mathbb {N}. Verify that the collection of sets Em\mathcal{E}_{m} that appears in the proof of 5.41 is a monotone class.

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Problem 5C.8

Show that the open unit ball in Rn\mathbb {R}^{n} is an open subset of Rn\mathbb {R}^{n}.

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Problem 5C.9

Suppose G1G_{1} is a nonempty subset of Rm\mathbb {R}^{m} and G2G_{2} is a nonempty subset of Rn\mathbb {R}^{n}. Prove that G1×G2G_{1} \times G_{2} is an open subset of Rm×Rn\mathbb {R}^{m} \times \mathbb {R}^{n} if and only if G1G_{1} is an open subset of Rm\mathbb {R}^{m} and G2G_{2} is an open subset of Rn\mathbb {R}^{n}.

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Remark.
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One direction of this result was already proved (see 5.36); both directions are stated here to make the result look prettier and to be comparable to the next exercise, where neither direction has been proved.

Problem 5C.10

Suppose F1F_{1} is a nonempty subset of Rm\mathbb {R}^{m} and F2F_{2} is a nonempty subset of Rn\mathbb {R}^{n}. Prove that F1×F2F_{1} \times F_{2} is a closed subset of Rm×Rn\mathbb {R}^{m} \times \mathbb {R}^{n} if and only if F1F_{1} is a closed subset of Rm\mathbb {R}^{m} and F2F_{2} is a closed subset of Rn\mathbb {R}^{n}.

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Problem 5C.11

Suppose EE is a subset of Rm×Rn\mathbb {R}^{m} \times \mathbb {R}^{n} and

A={x∈Rm:(x,y)∈E for some y∈Rn} A = \left\{ x \in \mathbb {R}^{m}:(x, y) \in E \text{ for some } y \in \mathbb {R}^{n}\right\}
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(a)

Prove that if EE is an open subset of Rm×Rn\mathbb {R}^{m} \times \mathbb {R}^{n}, then AA is an open subset of Rm\mathbb {R}^{m}.

(b)

Prove or give a counterexample: If EE is a closed subset of Rm×Rn\mathbb {R}^{m} \times \mathbb {R}^{n}, then AA is a closed subset of Rm\mathbb {R}^{m}.

Problem 5C.12
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(a)

Prove that lim⁡n→∞λn(Bn)=0\lim_{n \rightarrow \infty } \lambda_{n}\left(\mathbf{B}_{n}\right) = 0.

(b)

Find the value of nn that maximizes λn(Bn)\lambda_{n}\left(\mathbf{B}_{n}\right).

Problem 5C.13

For readers familiar with the gamma function Γ\Gamma : Prove that

λn(Bn)=πn/2Γ(n2+1) \lambda _{n}\left(\mathbf{B}_{n}\right) = \frac{\pi ^{n / 2}}{\Gamma \left(\frac{n}{2}+1\right)}

for every positive integer nn.

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Problem 5C.14

Define f:R2→Rf: \mathbb {R}^{2} \rightarrow \mathbb {R} by

f(x,y)={xy(x2−y2)x2+y2 if (x,y)≠(0,0)0 if (x,y)=(0,0) f(x, y) = \begin{cases} \frac{x y\left(x^{2}-y^{2}\right)}{x^{2}+y^{2}} & \text{ if }(x, y) \neq (0,0) \\ 0 & \text{ if }(x, y) = (0,0)\end{cases}
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(a)

Prove that D1(D2f)D_{1}\left(D_{2} f\right) and D2(D1f)D_{2}\left(D_{1} f\right) exist everywhere on R2\mathbb {R}^{2}.

(b)

Show that (D1(D2f))(0,0)≠(D2(D1f))(0,0)\left(D_{1}\left(D_{2} f\right)\right)(0,0) \neq \left(D_{2}\left(D_{1} f\right)\right)(0,0).

(c)

Explain why (b) does not violate 5.48.

Remark.
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5.48 (equality of mixed partial derivatives): Suppose GG is an open subset of R2\mathbb {R}^{2} and f:G→Rf: G \rightarrow \mathbb {R} is a function such that D1fD_{1} f, D2fD_{2} f, D1(D2f)D_{1}\left(D_{2} f\right), and D2(D1f)D_{2}\left(D_{1} f\right) all exist and are continuous functions on GG. Then D1(D2f)=D2(D1f)D_{1}\left(D_{2} f\right) = D_{2}\left(D_{1} f\right) on GG.