7.8. THE DOMINATED CONVERGENCE THEOREM 169

because ∣∣∣∣∫ |sn|dµ−∫|sm|dµ

∣∣∣∣≤ ∫ |sn− sm|dµ

which is given to converge to 0. Hence {∫|sn|dµ} is a Cauchy sequence and is therefore,

bounded.In case f ∈ L1 (Ω) , letting {sn} be the approximating sequence, Fatou’s lemma implies∣∣∣∣∫ f dµ−

∫sndµ

∣∣∣∣≤ ∫ | f − sn|dµ ≤ lim infm→∞

∫|sm− sn|dµ < ε

provided n is large enough. Hence 7.8 follows. ■This is a good time to observe the following fundamental observation which follows

from a repeat of the above arguments.

Theorem 7.7.7 Suppose Λ( f ) ∈ [0,∞] for all nonnegative measurable functionsand suppose that for a,b≥ 0 and f ,g nonnegative measurable functions,

Λ(a f +bg) = aΛ( f )+bΛ(g) .

In other words, Λ wants to be linear. Then Λ has a unique linear extension to the set ofmeasurable functions

{ f measurable : Λ(| f |)< ∞} ,

this set being a vector space.

If you want, you could say the same thing replacing measurable with continuous.

Notation 7.7.8 If E is a measurable set and f is a measurable nonnegative function or onein L1, the integral

∫XE f dµ is often denoted as

∫E f dµ.

7.8 The Dominated Convergence TheoremOne of the major theorems in this theory is the dominated convergence theorem. Beforepresenting it, here is a technical lemma about limsup and liminf which is really prettyobvious from the definition.

Lemma 7.8.1 Let {an} be a sequence in [−∞,∞] . Then limn→∞ an exists if and only if

lim infn→∞

an = lim supn→∞

an

and in this case, the limit equals the common value of these two numbers.

Proof: Suppose first limn→∞ an = a ∈ R. Then, let ε > 0 be given, an ∈ (a− ε,a+ ε)for all n large enough, say n ≥ N. Therefore, both inf{ak : k ≥ n} and sup{ak : k ≥ n} arecontained in [a− ε,a+ ε] whenever n ≥ N. It follows limsupn→∞ an and liminfn→∞ an areboth in [a− ε,a+ ε] , showing∣∣∣∣lim inf

n→∞an− lim sup

n→∞

an

∣∣∣∣< 2ε.

7.8. THE DOMINATED CONVERGENCE THEOREM 169[inlaw — [isan < | Is1—sulduwhich is given to converge to 0. Hence { f |s,|dj1} is a Cauchy sequence and is therefore,bounded.In case f € L! (Q), letting {s,} be the approximating sequence, Fatou’s lemma impliesbecause[rau [sna < [\f-slau < tim inf [im-sldu <eprovided n is large enough. Hence 7.8 follows.This is a good time to observe the following fundamental observation which followsfrom a repeat of the above arguments.Theorem 7.7.7 suppose A(f) € [0,°] for all nonnegative measurable functionsand suppose that for a,b > 0 and f ,g nonnegative measurable functions,A(af +bg) =aA(f)+bA(g).In other words, A wants to be linear. Then A has a unique linear extension to the set ofmeasurable functions{f measurable : A(|f|) <},this set being a vector space.If you want, you could say the same thing replacing measurable with continuous.Notation 7.7.8 If E is a measurable set and f is a measurable nonnegative function or onein L', the integral [ Xz fd is often denoted as Jy fd.7.8 The Dominated Convergence TheoremOne of the major theorems in this theory is the dominated convergence theorem. Beforepresenting it, here is a technical lemma about limsup and liminf which is really prettyobvious from the definition.Lemma 7.8.1 Let {a,} be a sequence in [—09,%]. Then limy 5.0 dn exists if and only iflim inf a, = lim sup a,noo n—s0oand in this case, the limit equals the common value of these two numbers.Proof: Suppose first lim,-,..a, =a € R. Then, let € > 0 be given, a, € (a—€,a+€)for all n large enough, say n > N. Therefore, both inf {a; :k > n} and sup {az : k > n} arecontained in [a — €,a + €] whenever n > N. It follows limsup,, ,..@n and liminf,_,.. dy areboth in [a—€,a+ €], showinglim inf a, —lim sup ay| < 2€.n—roo n—yoo