Section 5.6

Some Convergence Concepts

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Problem 5.6.1

This result concerns uniqueness.

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(a)

If fn→fμf_{n} \rightarrow f \mu-a.e. and fn→gμf_{n} \rightarrow g \mu-a.e., then f=gμf=g \mu-a.e..

(b)

If fn→ff_{n} \rightarrow f in μ\mu-measure and fn→gf_{n} \rightarrow g in μ\mu-measure, then f=gμf=g \mu-a. e..

Problem 5.6.2

Suppose that fn→μff_{n} \xrightarrow {\mu } f and gn→μgg_{n} \xrightarrow {\mu } g.

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(a)

fn−f→μ0f_{n}-f \xrightarrow {\mu } 0 and ∣fn∣→μ∣f∣\left|f_{n}\right| \xrightarrow {\mu }\left|f\right|.

(b)

If a,b∈Ra, b \in \mathbb {R}, then afn+b→μaf+ba f_{n}+b \xrightarrow {\mu } a f+b.

(c)

If a,b∈Ra, b \in \mathbb {R}, then afn+bgn→μaf+bga f_{n}+b g_{n} \xrightarrow {\mu } a f+b g.

(d)

fn+→μf+f_{n}^{+} \xrightarrow {\mu } f^{+}and fn−→μf−f_{n}^{-} \xrightarrow {\mu } f^{-}.

(e)

If μ(A)<∞\mu (A)<\infty and η>0\eta >0, there is M>0M>0 with μ[∣g(ω)∣>M]<η\mu [\left|g(\omega )\right|>M]<\eta.

(f)

If μ(A)<∞\mu (A)<\infty, then fng→μfgf_{n} g \xrightarrow {\mu } f g.

(g)

If μ(A)<∞\mu (A)<\infty, then fngn→μfgf_{n} g_{n} \xrightarrow {\mu } f g.

(h)

If μ(A)=∞\mu (A)=\infty, then fngnf_{n} g_{n} does not necessarily converge to fgf g in μ\mu-measure.

(i)

It is not necessarily the case that fn/gn→μf/gf_{n} / g_{n} \xrightarrow {\mu } f / g, even if g(ω)≠0g(\omega ) \neq 0 and gn(ω)≠g_{n}(\omega ) \neq 0 for every ω∈A\omega \in A and n∈Nn \in \mathbb {N}. However, if μ(A)<∞\mu (A)<\infty, the result follows.

Problem 5.6.3

Suppose that fn→ a.e. ff_{n} \xrightarrow {\text{ a.e. }} f and gn→ a.e. gg_{n} \xrightarrow {\text{ a.e. }} g.

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(a)

fn−f→ a.e. 0f_{n}-f \xrightarrow {\text{ a.e. }} 0 and ∣fn∣→ a.e. ∣f∣\left|f_{n}\right| \xrightarrow {\text{ a.e. }}\left|f\right|.

(b)

If a,b∈Ra, b \in \mathbb {R}, then afn+b→ a.e. af+ba f_{n}+b \xrightarrow {\text{ a.e. }} a f+b.

(c)

If a,b∈Ra, b \in \mathbb {R}, then afn+bgn→ a.e. af+bga f_{n}+b g_{n} \xrightarrow {\text{ a.e. }} a f+b g.

(d)

fn+→ a.e. f+f_{n}^{+} \xrightarrow {\text{ a.e. }} f^{+}and fn−→ a.e. f−f_{n}^{-} \xrightarrow {\text{ a.e. }} f^{-}.

(e)

fngn→ a.e. fgf_{n} g_{n} \xrightarrow {\text{ a.e. }} f g.

(f)

If g,gn≠0μg, g_{n} \neq 0 \mu-a. e. for each n∈Nn \in \mathbb {N}, then fn/gn→ a.e. f/gf_{n} / g_{n} \xrightarrow {\text{ a.e. }} f / g.

Problem 5.6.4

Suppose for each n∈Nn \in \mathbb {N} that fn=gnμf_{n}=g_{n} \mu-a. e..

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(a)

If fn→ a.e. ff_{n} \xrightarrow {\text{ a.e. }} f, then gn→ a.e. fg_{n} \xrightarrow {\text{ a.e. }} f.

(b)

If fn→μff_{n} \xrightarrow {\mu } f, then gn→μfg_{n} \xrightarrow {\mu } f.

Problem 5.6.5

Prove the following statements connecting convergence in μ\mu-measure with convergence μ\mu-a. e.

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(a)

fn→μff_{n} \xrightarrow {\mu } f iff fnj→μff_{n_{j}} \xrightarrow {\mu } f for every subsequence {nj}\left\{ n_{j}\right\}.

(b)

fn→μff_{n} \xrightarrow {\mu } f iff each subsequence of {fn}\left\{ f_{n}\right\} has a sub-subsequence that converges to fμf \mu-a. e..

Problem 5.6.6

Suppose that φ:R→R\varphi : \mathbb {R} \rightarrow \mathbb {R} is continuous.

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(a)

If fn→ a.e. ff_{n} \xrightarrow {\text{ a.e. }} f, then φ∘fn→ a.e. φ∘f\varphi \circ f_{n} \xrightarrow {\text{ a.e. }} \varphi \circ f.

(b)

If fn→μff_{n} \xrightarrow {\mu } f, then φ∘fn→μφ∘f\varphi \circ f_{n} \xrightarrow {\mu } \varphi \circ f.

Problem 5.6.7

Let Ω=[0,1]\Omega = [0, 1], let F={B⊆[0,1]:B∈L}\mathcal{F} = \left\{ B \subseteq [0,1] : B \in \mathcal{L}\right\}, and let μ\mu denote the restriction of Lebesgue measure λ‾\overline{\lambda } to F\mathcal{F}. Let A1=[0,1]A_{1}=[0,1], A2=[0,12]A_{2}=[0, \frac{1}{2}], A3=[12,1]A_{3}=[\frac{1}{2}, 1], A4=[0,14]A_{4}=[0, \frac{1}{4}], A5=[14,12]A_{5}=[\frac{1}{4}, \frac{1}{2}], A6=[12,34]A_{6}=[\frac{1}{2}, \frac{3}{4}], A7=[34,1]A_{7}=[\frac{3}{4}, 1], A8=[0,18]A_{8}=[0, \frac{1}{8}], etc. On Ω\Omega, define fn=  1Anf_{n}=\; \mathbb {1}_{A_{n}} for each n∈Nn \in \mathbb {N}.

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(a)

fn→0f_{n} \rightarrow 0 in μ\mu-measure.

(b)

For each ω∈[0,1]\omega \in [0,1], lim⁡‾fn(ω)=0<1=lim⁡‾fn(ω)\underline{\lim } f_{n}(\omega )=0<1=\overline{\lim } f_{n}(\omega ), hence lim⁡fn(ω)\lim f_{n}(\omega ) fails to exist for any ω∈[0,1]\omega \in [0,1]. Therefore, the sequence {fn}n=1∞\left\{ f_{n}\right\}_{n=1}^{\infty } converges to no function with domain [0,1][0,1]. In particular, {fn}\left\{ f_{n}\right\} fails to converge μ\mu-a.e. to 00, so that convergence in μ\mu-measure does not imply convergence μ\mu-a.e., even if μ(Ω)<+∞\mu (\Omega )<+\infty.

Problem 5.6.8

Consider the measure space (R,L,λ‾)(\mathbb {R}, \mathcal{L}, \overline{\lambda }), and let fn(ω)=  1[n,n+1](ω)f_{n}(\omega )=\; \mathbb {1}_{[n, n+1]}(\omega ) for each n∈Nn \in \mathbb {N} and ω∈R\omega \in \mathbb {R}.

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(a)

fn→0f_{n} \rightarrow 0 λ‾\overline{\lambda }-a.e.

(b)

{fn}n=1∞\left\{ f_{n}\right\}_{n=1}^{\infty } fails to converge in λ‾\overline{\lambda }-measure to 00, hence the hypothesis μ(Ω)<+∞\mu (\Omega )<+\infty in Claim 3 is not redundant.

(c)

If B∈LB \in \mathcal{L} and λ‾(Bc)<1\overline{\lambda }(B^{c})<1, then {fn}n=1∞\left\{ f_{n}\right\}_{n=1}^{\infty } cannot converge uniformly to 00 on BB. This shows that the hypothesis μ(Ω)<+∞\mu (\Omega )<+\infty is not redundant in Claim 4.

Remark.
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Claim 3 and Claim 4 referenced here are from earlier in this section: Claim 3 states that if (Ω,F,μ)(\Omega , \mathcal{F}, \mu ) is a measure space with μ(Ω)<+∞\mu (\Omega )<+\infty, and each of f,f1,f2,…f, f_{1}, f_{2}, \ldots is F/B∗\mathcal{F}/\mathfrak {B}^{*}-measurable with domain A∈FA \in \mathcal{F} and range contained in R\mathbb {R}, such that fn→ff_{n} \rightarrow f μ\mu-a.e. on AA, then fn→ff_{n} \rightarrow f in μ\mu-measure on AA. Claim 4 (Egorov's Theorem) states that under the same hypotheses (with μ(Ω)<+∞\mu (\Omega )<+\infty), for every ϵ>0\epsilon >0 there exists B∈FB \in \mathcal{F} such that μ(Bc)<ϵ\mu (B^{c})<\epsilon and fn→ff_{n} \rightarrow f uniformly on BB.

Problem 5.6.9

If μ({ω∈A:∣fn(ω)−f(ω)∣>ϵ for infinitely many n})=0\mu (\left\{ \omega \in A : \left|f_{n}(\omega )-f(\omega )\right|>\epsilon \text{ for infinitely many } n\right\} )=0 for each ϵ>0\epsilon >0, then fn→ff_{n} \rightarrow f μ\mu-a.e.

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Problem 5.6.10

We have assumed throughout Section 5.6 that the functions f,f1,f2,…f, f_{1}, f_{2}, \ldots have domain AA and are finite-valued. We may generalize the previous definitions and discussion to the case where each of f,f1,f2,…f, f_{1}, f_{2}, \ldots is defined μ\mu-a.e.on AA and each of f,f1,f2,…f, f_{1}, f_{2}, \ldots is finite μ\mu-a.e.on AA. Let BB denote the set of ω∈A\omega \in A such that (i) f(ω)f(\omega ) is defined and finite, and (ii) fn(ω)f_{n}(\omega ) is defined and finite for each n∈Nn \in \mathbb {N}. Then

B=dom⁡f∩⋂n=1∞dom⁡fn∩f−1(R)∩⋂n=1∞fn−1(R), B = \operatorname {dom} f \cap \bigcap _{n=1}^{\infty } \operatorname {dom} f_{n} \cap f^{-1}(\mathbb {R}) \cap \bigcap _{n=1}^{\infty } f_{n}^{-1}(\mathbb {R}),

and A−BA - B is a countable union of μ\mu-null sets, so μ(A−B)=0\mu (A-B)=0. We may therefore decompose AA into the two disjoint F\mathcal{F}-sets BB and A−BA-B, and think of g,g1,g2,…g, g_{1}, g_{2}, \ldots as denoting F/B∗\mathcal{F}/\mathfrak {B}^{*}-measurable functions with domain BB and range contained in R\mathbb {R}, where g,g1,g2,…g, g_{1}, g_{2}, \ldots denote the restrictions of f,f1,f2,…f, f_{1}, f_{2}, \ldots (respectively) from their respective domains to BB. We say that fn→ff_{n} \rightarrow f μ\mu-a.e.on AA iff μ({ω∈B:gn(ω)↛g(ω)})=0\mu (\left\{ \omega \in B : g_{n}(\omega ) \not\rightarrow g(\omega )\right\} )=0, i.e., iff gn→gg_{n} \rightarrow g μ\mu-a.e.on BB; and we say that fn→ff_{n} \rightarrow f in μ\mu-measure on AA iff gn→gg_{n} \rightarrow g in μ\mu-measure on BB, i.e., iff for every ϵ>0\epsilon >0 and δ>0\delta >0 we have lim⁡nμ({ω∈B:∣gn(ω)−g(ω)∣>δ})=0\lim_{n} \mu (\left\{ \omega \in B : \left|g_{n}(\omega )-g(\omega )\right|>\delta \right\} )=0.

State and prove Claim 2 in this more general setting. Mimic the spirit of the example given earlier for Claim 1's own generalization: Claim 1 states that if (Ω,F,μ)(\Omega , \mathcal{F}, \mu ) denotes a measure space and A∈F−{∅}A \in \mathcal{F}-\left\{ \varnothing \right\}, and if f,f1,f2,…f, f_{1}, f_{2}, \ldots are F/B∗\mathcal{F}/\mathfrak {B}^{*}-measurable functions defined and finite μ\mu-a.e.on AA such that fn→ff_{n} \rightarrow f in μ\mu-measure, then there exists a subsequence {fnk}k=1∞\left\{ f_{n_{k}}\right\}_{k=1}^{\infty } of {fn}n=1∞\left\{ f_{n}\right\}_{n=1}^{\infty } such that fnk→ff_{n_{k}} \rightarrow f μ\mu-a.e.on AA; this is proved by applying the original (everywhere-defined, finite-valued) version of Claim 1 to g,g1,g2,…g, g_{1}, g_{2}, \ldots on BB to get a subsequence {gnk}\left\{ g_{n_{k}}\right\} with gnk→gg_{n_{k}} \rightarrow g μ\mu-a.e.on BB, which by definition means fnk→ff_{n_{k}} \rightarrow f μ\mu-a.e.on AA.

Claim 2 (the result to be generalized here): Let (Ω,F,μ)(\Omega , \mathcal{F}, \mu ) denote a measure space with μ(Ω)<+∞\mu (\Omega )<+\infty. Pick nonempty A∈FA \in \mathcal{F}. Suppose that (i) each of f,f1,f2,…f, f_{1}, f_{2}, \ldots is F/B∗\mathcal{F}/\mathfrak {B}^{*}-measurable with domain AA and range contained in R\mathbb {R}, and (ii) fn→ff_{n} \rightarrow f μ\mu-a.e.on AA. Then, given any ϵ>0\epsilon >0 and δ>0\delta >0, we may find a set B∈FB \in \mathcal{F} and n0∈Nn_{0} \in \mathbb {N} such that μ(Bc)<ϵ\mu (B^{c})<\epsilon and ∣fn(ω)−f(ω)∣<δ\left|f_{n}(\omega )-f(\omega )\right|<\delta for every ω∈B\omega \in B and n⩾n0n \geqslant n_{0}.

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Problem 5.6.11

State and prove Claim 3, from earlier in Section 5.6, in the more general μ\mu-a.e.-on-AA/μ\mu-measure-on-AA setting introduced in problem 5.6.10 (where each of f,f1,f2,…f, f_{1}, f_{2}, \ldots is only assumed defined and finite μ\mu-a.e.on AA, rather than everywhere on AA).

Claim 3 (the result to be generalized here): Let (Ω,F,μ)(\Omega , \mathcal{F}, \mu ) denote a measure space with μ(Ω)<+∞\mu (\Omega )<+\infty, and let ∅⊊A∈F\varnothing \subsetneq A \in \mathcal{F}. Suppose that each of f,f1,f2,…f, f_{1}, f_{2}, \ldots is F/B∗\mathcal{F}/\mathfrak {B}^{*}-measurable with domain AA and range contained in R\mathbb {R} such that fn→ff_{n} \rightarrow f μ\mu-a.e.on AA. Then fn→ff_{n} \rightarrow f in μ\mu-measure on AA.

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Problem 5.6.12

State and prove Claim 4 (Egorov's Theorem), from earlier in Section 5.6, in the more general μ\mu-a.e.-on-AA/μ\mu-measure-on-AA setting introduced in problem 5.6.10 (where each of f,f1,f2,…f, f_{1}, f_{2}, \ldots is only assumed defined and finite μ\mu-a.e.on AA, rather than everywhere on AA).

Claim 4 (Egorov's Theorem, the result to be generalized here): Let (Ω,F,μ)(\Omega , \mathcal{F}, \mu ) denote a measure space with μ(Ω)<+∞\mu (\Omega )<+\infty, and let A∈FA \in \mathcal{F} be nonempty. Let each of f,f1,f2,…f, f_{1}, f_{2}, \ldots be F/B∗\mathcal{F}/\mathfrak {B}^{*}-measurable functions with domain AA and range contained in R\mathbb {R} such that fn→ff_{n} \rightarrow f μ\mu-a.e.on AA. Then for every ϵ>0\epsilon >0 there exists B∈FB \in \mathcal{F} such that μ(Bc)<ϵ\mu (B^{c})<\epsilon and fn→ff_{n} \rightarrow f uniformly on BB. (Roughly speaking, this says that if fn→ff_{n} \rightarrow f μ\mu-a.e., then fn→ff_{n} \rightarrow f uniformly except on a set of arbitrarily small μ\mu-measure — that is, fn→ff_{n} \rightarrow f "uniformly almost everywhere.")

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