Chapter 2.7

Differentiation

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Problem 2.7.1

Show that ∣f(x)∣≤(Mf)(x)\left|f(x)\right| \leq (M f)(x) at every Lebesgue point of ff if f∈L1(Rk)f \in L^{1}\left(\mathbb {R}^{k}\right).

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Problem 2.7.2

For δ>0\delta > 0, let I(δ)I(\delta ) be the segment (−δ,δ)⊂R1(-\delta , \delta ) \subset \mathbb {R}^{1}. Given α\alpha and β,0≤α≤β≤1\beta , 0 \leq \alpha \leq \beta \leq 1, construct a measurable set E⊂R1E \subset \mathbb {R}^{1} so that the upper and lower limits of

m(E∩I(δ))2δ \frac{m(E \cap I(\delta ))}{2 \delta }

are β\beta and α\alpha, respectively, as δ→0\delta \rightarrow 0. (Compare this with Section 7.12).

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Problem 2.7.3

Suppose that EE is a measurable set of real numbers with arbitrarily small periods. Explicitly, this means that there are positive numbers pip_{i}, converging to 0 as i→∞i \rightarrow \infty, so that

E+pi=E(i=1,2,3,…) E+p_{i} = E \quad (i = 1,2,3, \ldots )

Prove that then either EE or its complement has measure 0. Hint: Pick α∈R1\alpha \in \mathbb {R}^{1}, put F(x)=m(E∩[α,x])F(x) = m(E \cap [\alpha , x]) for x>αx > \alpha, show that

F(x+pi)−F(x−pi)=F(y+pi)−F(y−pi) F\left(x+p_{i}\right)-F\left(x-p_{i}\right) = F\left(y+p_{i}\right)-F\left(y-p_{i}\right)

if α+pi<x<y\alpha +p_{i} < x < y. What does this imply about F′(x)F^{\prime }(x) if m(E)>0m(E) > 0?

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Problem 2.7.4

Call tt a period of the function ff on R1\mathbb {R}^{1} if f(x+t)=f(x)f(x+t) = f(x) for all x∈R1x \in \mathbb {R}^{1}. Suppose ff is a real Lebesgue measurable function with periods ss and tt whose quotient s/ts / t is irrational. Prove that there is a constant cc such that f(x)=cf(x) = c a.e., but that ff need not be constant.

Hint: Apply Exercise 3 to the sets {f>λ}\left\{ f > \lambda \right\}.

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Problem 2.7.5

If A⊂R1A \subset \mathbb {R}^{1} and B⊂R1B \subset \mathbb {R}^{1}, define A+B={a+b:a∈A,b∈B}A+B = \left\{ a+b: a \in A, b \in B\right\}. Suppose m(A)>0,m(B)>0m(A) > 0, m(B) > 0. Prove that A+BA+B contains a segment, by completing the following outline.

There are points a0a_{0} and b0b_{0} where AA and BB have metric density 1. Choose a small δ>0\delta > 0. Put c0=a0+b0c_{0} = a_{0}+b_{0}. For each ϵ\epsilon, positive or negative, define BϵB_{\epsilon } to be the set of all c0+ϵ−bc_{0}+\epsilon -b for which b∈Bb \in B and ∣b−b0∣<δ\left|b-b_{0}\right| < \delta. Then Bϵ⊂(a0+ϵ−δ,a0+ϵ+δ)B_{\epsilon } \subset \left(a_{0}+\epsilon -\delta , a_{0}+\epsilon +\delta \right). If δ\delta was well chosen and ∣ϵ∣\left|\epsilon \right| is sufficiently small, it follows that AA intersects BϵB_{\epsilon }, so that A+B⊃(c0−ϵ0,c0+ϵ0)A+B \supset \left(c_{0}-\epsilon_{0}, c_{0}+\epsilon_{0}\right) for some ϵ0>0\epsilon_{0} > 0.

Let CC be Cantor's "middle thirds" set and show that C+CC+C is an interval, although m(C)=0m(C) = 0. (See also Exercise 19, Chap. 9).

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Problem 2.7.6

Suppose GG is a subgroup of R1\mathbb {R}^{1} (relative to addition), G≠R1G \neq \mathbb {R}^{1}, and GG is Lebesgue measurable. Prove that then m(G)=0m(G) = 0.

Hint: Use Exercise 5.

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Problem 2.7.7

Construct a continuous monotonic function ff on R1\mathbb {R}^{1} so that ff is not constant on any segment although f′(x)=0f^{\prime }(x) = 0 a.e.

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Problem 2.7.8

Let V=(a,b)V = (a, b) be a bounded segment in R1\mathbb {R}^{1}. Choose segments Wn⊂VW_{n} \subset V in such a way that their union WW is dense in VV and the set K=V−WK = V-W has m(K)>0m(K) > 0. Choose continuous functions φn\varphi_{n} so that φn(x)=0\varphi_{n}(x) = 0 outside Wn,0<φn(x)<2−nW_{n}, 0 < \varphi_{n}(x) < 2^{-n} in Wn.Put⁡φ=∑φnW_{n}. \operatorname {Put} \varphi = \sum \varphi_{n} and define

T(x)=∫axφ(t)dt(a<x<b) T(x) = \int _{a}^{x} \varphi (t) d t \quad (a < x < b)

Prove the following statements:

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(a)

TT satisfies the hypotheses of Theorem 7.26, with X=VX = V.

(b)

T′T^{\prime } is continuous, T′(x)=0T^{\prime }(x) = 0 on K,m(T(K))=0K, m(T(K)) = 0.

(c)

If EE is a nonmeasurable subset of KK (see Theorem 2.22) and A=T(E)A = T(E), then χA\chi_{A} is Lebesgue measurable but χA∘T\chi_{A} \circ T is not.

(d)

The functions φn\varphi_{n} can be so chosen that the resulting TT is an infinitely differentiable homeomorphism of VV onto some segment in R1\mathbb {R}^{1} and (c) still holds.

Problem 2.7.9

Suppose 0<α<10 < \alpha < 1. Pick tt so that tα=2t^{\alpha } = 2. Then t>2t > 2, and the construction of Example (b) in Sec. 7.16 can be carried out with δn=(2/t)n\delta_{n} = (2 / t)^{n}. Show that the resulting function ff belongs to Lip α\alpha on [0,1][0,1].

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Problem 2.7.10

If f∈Lip⁡1f \in \operatorname {Lip} 1 on [a,b][a, b], prove that ff is absolutely continuous and that f′∈L∞f^{\prime } \in L^{\infty }.

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Problem 2.7.11

Assume that 1<p<∞,f1 < p < \infty , f is absolutely continuous on [a,b],f′∈Lp[a, b], f^{\prime } \in L^{p}, and α=1/q\alpha = 1 / q, where qq is the exponent conjugate to pp. Prove that f∈Lip⁡αf \in \operatorname {Lip} \alpha.

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Problem 2.7.12

Suppose φ:[a,b]→R1\varphi :[a, b] \rightarrow \mathbb {R}^{1} is nondecreasing.

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(a)

Show that there is a left-continuous nondecreasing ff on [a,b][a, b] so that {f≠φ}\left\{ f \neq \varphi \right\} is at most countable.

(b)

Imitate the proof of Theorem 7.18 to show that there is a positive Borel measure μ\mu on [a,b][a, b] for which

f(x)−f(a)=μ([a,x))(a≤x≤b) f(x)-f(a) = \mu ([a, x)) \quad (a \leq x \leq b)
(c)

Deduce from (b) that f′(x)f^{\prime }(x) exists a.e. [m][m], that f′∈L1(m)f^{\prime } \in L^{1}(m), and that

f(x)−f(a)=∫axf′(t)dt+s(x)(a≤x≤b) f(x)-f(a) = \int _{a}^{x} f^{\prime }(t) d t+s(x) \quad (a \leq x \leq b)

where ss is nondecreasing and s′(x)=0s^{\prime }(x) = 0 a.e. [m][m].

(d)

Show that μ⊥m\mu \perp m if and only if f′(x)=0f^{\prime }(x) = 0 a.e. [m], and that μ≪m\mu \ll m if and only if ff is AC on [a,b][a, b].

(e)

Prove that φ′(x)=f′(x)\varphi^{\prime }(x) = f^{\prime }(x) a.e. [m][m].

Remark.
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In part (a): left-continuous means that if a<x≤ba < x \leq b and ϵ>0\epsilon > 0, then there is a δ>0\delta > 0 so that ∣f(x)−f(x−t)∣<ϵ\left|f(x)-f(x-t)\right| < \epsilon whenever 0<t<δ0 < t < \delta.

Problem 2.7.13

Let BVB V be the class of all ff on [a,b][a, b] that have bounded variation on [a,b][a, b], as defined after Theorem 7.19. Prove the following statements.

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(a)

Every monotonic bounded function on [a,b][a, b] is in BVB V.

(b)

If f∈BVf \in B V is real, there exist bounded monotonic functions f1f_{1} and f2f_{2} so that f=f1−f2f = f_{1}-f_{2}.

Hint: Imitate the proof of Theorem 7.19.

(c)

If f∈BVf \in B V is left-continuous then f1f_{1} and f2f_{2} can be chosen in (b) so as to be also leftcontinuous.

(d)

If f∈BVf \in B V is left-continuous then there is a Borel measure μ\mu on [a,b][a, b] that satisfies

f(x)−f(a)=μ([a,x))(a≤x≤b) f(x)-f(a) = \mu ([a, x)) \quad (a \leq x \leq b)

μ≪m\mu \ll m if and only if ff is AC on [a,b][a, b].

(e)

Every f∈BVf \in B V is differentiable a.e. [m], and f′∈L1(m)f^{\prime } \in L^{1}(m).

Problem 2.7.14

Show that the product of two absolutely continuous functions on [a,b][a, b] is absolutely continuous. Use this to derive a theorem about integration by parts.

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Problem 2.7.15

Construct a monotonic function ff on R1\mathbb {R}^{1} so that f′(x)f^{\prime }(x) exists (finitely) for every x∈R1x \in \mathbb {R}^{1}, but f′f^{\prime } is not a continuous function.

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Problem 2.7.16

Suppose E⊂[a,b],m(E)=0E \subset [a, b], m(E) = 0. Construct an absolutely continuous monotonic function ff on [a,b][a, b] so that f′(x)=∞f^{\prime }(x) = \infty at every x∈Ex \in E.

Hint :E⊂⋂Vn,Vn: E \subset \bigcap V_{n}, V_{n} open, m(Vn)⊂2−nm\left(V_{n}\right) \subset 2^{-n}. Consider the sum of the characteristic functions of these sets.

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Problem 2.7.17

Suppose {μn}\left\{ \mu_{n}\right\} is a sequence of positive Borel measures on Rk\mathbb {R}^{k} and

μ(E)=∑n=1∞μn(E) \mu (E) = \sum _{n = 1}^{\infty } \mu _{n}(E)

Assume μ(Rk)<∞\mu \left(\mathbb {R}^{k}\right) < \infty. Show that μ\mu is a Borel measure. What is the relation between the Lebesgue decompositions of the μn\mu_{n} and that of μ\mu?

Prove that

(Dμ)(x)=∑n=1∞(Dμn)(x) a.e. [m] (D \mu )(x) = \sum _{n = 1}^{\infty }\left(D \mu _{n}\right)(x) \quad \text{ a.e. }[m]

Derive corresponding theorems for sequences {fn}\left\{ f_{n}\right\} of positive nondecreasing functions on R1\mathbb {R}^{1} and their sums f=∑fnf = \sum f_{n}.

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Problem 2.7.18

Let φ0(t)=1\varphi_{0}(t) = 1 on [0,1),φ0(t)=−1[0,1), \varphi_{0}(t) = -1 on [1, 2), extend φ0\varphi_{0} to R1\mathbb {R}^{1} so as to have period 2, and define φn(t)=φ0(2nt),n=1,2,3,…\varphi_{n}(t) = \varphi_{0}\left(2^{n} t\right), n = 1,2,3, \ldots

Assume that ∑∣cn∣2<∞\sum \left|c_{n}\right|^{2} < \infty and prove that the series

∑n=1∞cnφn(t)(*) \sum _{n = 1}^{\infty } c_{n} \varphi _{n}(t) \tag {*}

converges then for almost every tt. Probabilistic interpretation: The series ∑(±cn)\sum \left(\pm c_{n}\right) converges with probability 1. Suggestion: {φn}\left\{ \varphi_{n}\right\} is orthonormal on [0,1][0,1], hence (∗)\left(^{*}\right) is the Fourier series of some f∈L2f \in L^{2}. If a=j⋅2−N,b=(j+1)⋅2−N,a<t<ba = j \cdot 2^{-N}, b = (j+1) \cdot 2^{-N}, a < t < b, and sN=c1φ1+⋯+cNφNs_{N} = c_{1} \varphi_{1}+\cdots +c_{N} \varphi_{N}, then, for n>Nn > N,

sN(t)=1b−a∫absNdm=1b−a∫absndm s_{N}(t) = \frac{1}{b-a} \int _{a}^{b} s_{N} d m = \frac{1}{b-a} \int _{a}^{b} s_{n} d m

and the last integral converges to ∫abfdm\int_{a}^{b} f d m, as n→∞n \rightarrow \infty. Show that (∗)\left(^{*}\right) converges to f(t)f(t) at almost every Lebesgue point of ff.

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Problem 2.7.19

Suppose ff is continuous on R1,f(x)>0\mathbb {R}^{1}, f(x) > 0 if 0<x<1,f(x)=00 < x < 1, f(x) = 0 otherwise. Define

hc(x)=sup⁡{ncf(nx):n=1,2,3,…} h_{c}(x) = \sup \left\{ n^{c} f(n x): n = 1,2,3, \ldots \right\}

Prove that

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(a)

hch_{c} is in L1(R1)L^{1}\left(\mathbb {R}^{1}\right) if 0<c<10 < c < 1,

(b)

h1h_{1} is in weak L1L^{1} but not in L1(R1)L^{1}\left(\mathbb {R}^{1}\right),

(c)

hch_{c} is not in weak L1L^{1} if c>1c > 1.

Problem 2.7.20
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(a)

For any set E⊂R2E \subset \mathbb {R}^{2}, the boundary ∂E\partial E of EE is, by definition, the closure of EE minus the interior of EE. Show that EE is Lebesgue measurable whenever m(∂E)=0m(\partial E) = 0.

(b)

Suppose that EE is the union of a (possibly uncountable) collection of closed discs in R2\mathbb {R}^{2} whose radii are at least 1. Use (a) to show that EE is Lebesgue measurable.

(c)

Show that the conclusion of (b)(b) is true even when the radii are unrestricted.

(d)

Show that some unions of closed discs of radius 1 are not Borel sets. (See Sec. 2.21).

(e)

Can discs be replaced by triangles, rectangles, arbitrary polygons, etc., in all this? What is the relevant geometric property?

Problem 2.7.21

If ff is a real function on [0,1][0,1] and

γ(t)=t+if(t) \gamma (t) = t+\mathrm{i} f(t)

the length of the graph of ff is, by definition, the total variation of γ\gamma on [0,1][0,1]. Show that this length is finite if and only if f∈BVf \in B V. (See Exercise 13). Show that it is equal to

∫011+[f′(t)]2dt \int _{0}^{1} \sqrt{1+\left[f^{\prime }(t)\right]^{2}} d t

if ff is absolutely continuous.

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Problem 2.7.22
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(a)

Assume that both ff and its maximal function MfM f are in L1(Rk)L^{1}\left(\mathbb {R}^{k}\right). Prove that then f(x)=0f(x) = 0 a.e. [m][m]. Hint: To every other f∈L1(Rk)f \in L^{1}\left(\mathbb {R}^{k}\right) corresponds a constant c=c(f)>0c = c(f) > 0 such that

(Mf)(x)≥c∣x∣−k (M f)(x) \geq c\left|x\right|^{-k}

whenever ∣x∣\left|x\right| is sufficiently large.

(b)

Define f(x)=x−1(log⁡x)−2f(x) = x^{-1}(\log x)^{-2} if 0<x<12,f(x)=00 < x < \frac{1}{2}, f(x) = 0 on the rest of R1\mathbb {R}^{1}. Then f∈L1(R1)f \in L^{1}\left(\mathbb {R}^{1}\right). Show that

(Mf)(x)≥∣2xlog⁡(2x)∣−1(0<x<1/4) (M f)(x) \geq \left|2 x \log (2 x)\right|^{-1} \quad (0 < x < 1 / 4)

so that ∫01(Mf)(x)dx=∞\int_{0}^{1}(M f)(x) d x = \infty.

Problem 2.7.23

The definition of Lebesgue points, as made in Sec. 7.6, applies to individual integrable functions, not to the equivalence classes discussed in Sec. 3.10. However, if F∈L1(Rk)F \in L^{1}\left(\mathbb {R}^{k}\right) is one of these equivalence classes, one may call a point x∈Rkx \in \mathbb {R}^{k} a Lebesgue point of FF if there is a complex number, let us call it (SF)(x)(S F)(x), such that

lim⁡r→01m(Br)∫B(x,r)∣f−(SF)(x)∣dm=0 \lim _{r \rightarrow 0} \frac{1}{m\left(B_{r}\right)} \int _{B(x, r)}\left|f-(S F)(x)\right| d m = 0

for one (hence for every) f∈Ff \in F. Define (SF)(x)(S F)(x) to be 0 at those points x∈Rkx \in \mathbb {R}^{k} that are not Lebesgue points of FF. Prove the following statement: If f∈Ff \in F, and xx is a Lebesgue point of ff, then xx is also a Lebesgue point of FF, and f(x)=(SF)(x)f(x) = (S F)(x). Hence SF∈FS F \in F.

Thus SS "selects" a member of FF that has a maximal set of Lebesgue points.

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