24.3. OPERATOR VALUED FUNCTIONS 663

Lemma 24.3.3 The above definition is well defined. Furthermore, if 24.13 holds thenω →∥A(ω)∥ is measurable and if 24.14 holds, then ∥

∫Ω

A(ω)dµ∥ ≤∫

Ω∥A(ω)∥dµ.

Proof: It is clear that in case ω → A(ω)x is measurable for all x ∈ X there exists aunique Ψ ∈L (X ,Y ) such that Ψ(x) =

∫Ω

A(ω)xdµ. This is because x→∫

ΩA(ω)xdµ is

linear and continuous. It is continuous because∥∥∥∥∫Ω

A(ω)xdµ

∥∥∥∥≤ ∫Ω

∥A(ω)x∥dµ ≤∫

∥A(ω)∥dµ ∥x∥

Thus Ψ =∫

ΩA(ω)dµ and the definition is well defined.

Now consider the assertion about ω → ∥A(ω)∥. Let D′ ⊆ B′ the closed unit ball in Y ′

be such that D′ is countable and ∥y∥= supy∗∈D′ |y∗ (y)| . This is from Lemma 24.1.7. RecallX is separable. Also let D be a countable dense subset of B, the unit ball of X . Then

{ω : ∥A(ω)∥> α} =

{ω : sup

x∈D∥A(ω)x∥> α

}= ∪x∈D {ω : ∥A(ω)x∥> α}

= ∪x∈D(∪y∗∈D′ {|y∗ (A(ω)x)|> α}

)and this is measurable because ω → A(ω)x is strongly, hence weakly measurable.

Now suppose 24.14 holds. Then for all x,∫

Ω∥A(ω)x∥dµ < C∥x∥ . It follows that for

∥x∥ ≤ 1,∥∥∥∥(∫Ω

A(ω)dµ

)(x)∥∥∥∥= ∥∥∥∥∫

A(ω)xdµ

∥∥∥∥≤ ∫Ω

∥A(ω)x∥dµ ≤∫

∥A(ω)∥dµ

and so ∥∫

ΩA(ω)dµ∥ ≤

∫Ω∥A(ω)∥dµ. ■

Now it is interesting to consider the case where A(ω) ∈L (H,H) where ω → A(ω)xis strongly measurable and A(ω) is compact and self adjoint. Recall the Kuratowski mea-surable selection theorem, Theorem 9.15.8 on Page 274 listed here for convenience.

Theorem 24.3.4 Let E be a compact metric space and let (Ω,F ) be a measurespace. Suppose ψ : E ×Ω → R has the property that x → ψ (x,ω) is continuous andω→ψ (x,ω) is measurable. Then there exists a measurable function, f having values in Esuch that ψ ( f (ω) ,ω) = supx∈E ψ (x,ω) . Furthermore, ω → ψ ( f (ω) ,ω) is measurable.

24.3.1 Review of Hilbert Schmidt TheoremThis section is a review of earlier material and is presented a little differently. I think it doesnot hurt to repeat some things relative to Hilbert space. I will give a proof of the HilbertSchmidt theorem which will generalize to a result about measurable operators. It will be alittle different then the earlier proof. Recall the following.

Definition 24.3.5 Define v⊗u ∈L (H,H) by v⊗u(x) = (x,u)v. A ∈L (H,H) isa compact operator if whenever {xk} is a bounded sequence, there exists a convergent sub-sequence of {Axk}. Equivalently, A maps bounded sets to sets whose closures are compactor to use other terminology, A maps bounded sets to sets which are precompact.

Next is a convenient description of compact operators on a Hilbert space.

24.3. OPERATOR VALUED FUNCTIONS 663Lemma 24.3.3 The above definition is well defined. Furthermore, if 24.13 holds then@ — ||A(@)|| is measurable and if 24.14 holds, then || [yg A(@)du|| < Jo ||A(@)|| du.Proof: It is clear that in case @ + A(@).x is measurable for all x € X there exists aunique ¥ € £ (X,Y) such that Y (x) = [4 A(@)xdu. This is because x > fo A(@) xd islinear and continuous. It is continuous because[Lac@orsan| < [iaCoralans fa.) ansQ Q QThus ¥ = {,A(@) du and the definition is well defined.Now consider the assertion about @ — ||A(@)||. Let D’ C B’ the closed unit ball in Y’be such that D’ is countable and ||y|] = sup,» <py |y* (y)|. This is from Lemma 24.1.7. RecallX is separable. Also let D be a countable dense subset of B, the unit ball of X. Then{@: ||A(@)|| > a}{ : sup || (@) «|| > a = Uxep {@ : ||A(@) x|| > a}= Usep (Uyren {|y" (A(@) x)| > of)and this is measurable because @ — A (@)x is strongly, hence weakly measurable.Now suppose 24.14 holds. Then for all x, fg ||A(@)x||du < C|lx||. It follows that forIIx] <1,| ([, (oan)and so || oA (@) dul] < fo A ()|| du.Now it is interesting to consider the case where A(@) € &(H,H) where @ > A(@)xis strongly measurable and A (@) is compact and self adjoint. Recall the Kuratowski mea-surable selection theorem, Theorem 9.15.8 on Page 274 listed here for convenience.=| [acorsaul < [ jacoysian< [ja(o)|anTheorem 24.3.4 Let E be a compact metric space and let (Q,.F) be a measurespace. Suppose W: E x Q — R has the property that x + W(x,@) is continuous and@ — W(x, @) is measurable. Then there exists a measurable function, f having values in Esuch that W (f (@),@) = sup,eg W(x, @). Furthermore, @ > W(f (@) ,@) is measurable.24.3.1 Review of Hilbert Schmidt TheoremThis section is a review of earlier material and is presented a little differently. I think it doesnot hurt to repeat some things relative to Hilbert space. I will give a proof of the HilbertSchmidt theorem which will generalize to a result about measurable operators. It will be alittle different then the earlier proof. Recall the following.Definition 24.3.5 Define vue Y(H,H) by v@u(x) = (x,u)v.A € FZ (H,H) isa compact operator if whenever {xx} is a bounded sequence, there exists a convergent sub-sequence of {Ax;}. Equivalently, A maps bounded sets to sets whose closures are compactor to use other terminology, A maps bounded sets to sets which are precompact.Next is a convenient description of compact operators on a Hilbert space.