594 CHAPTER 22. HILBERT SPACES

that limn→∞ ∥Tn−T∥ = 0. Then it only remains to verify T ∈L2 (H,G) . But by Fatou’slemma, for {ek} orthonormal,

∑k∥Tek∥2 ≤ lim inf

n→∞∑k∥Tnek∥2 ≡ lim inf

n→∞∥Tn∥2

L2< ∞.

All that remains is to verify L2 (H,G) is separable and these Hilbert Schmidt operatorsare compact. I will show an orthonormal basis for L2 (H,G) is

{f j⊗ ek

}where { fk} is

an orthonormal basis for G and {ek} is an orthonormal basis for H. Here, for f ∈ G ande ∈ H, f ⊗ e(x)≡ (x,e) f .

I need to show f j ⊗ ek ∈L2 (H,G) and that it is an orthonormal basis for L2 (H,G)as claimed. Let the {ek} be the orthonormal basis used to define the inner product but the{

f j}

are just an arbitrary orthonormal basis for G.

∑k

∥∥ f j⊗ ei (ek)∥∥2

= ∑k

∥∥ f jδ ik∥∥2

=∥∥ f j∥∥2

= 1 < ∞

so each of these operators is in L2 (H,G). As noted above, they are also each continuous.Next I show they are orthonormal. From the definition of the inner product,

( f j⊗ ek, fs⊗ er) = ∑p( f j⊗ ek (ep) , fs⊗ er (ep))

= ∑p

δ rpδ kp ( f j, fs) = ∑p

δ rpδ kpδ js

If j = s and k = r this reduces to 1. Otherwise, this gives 0. Thus these operators areorthonormal.

Why is L2 (H,G) a separable Hilbert space? Let T ∈L2 (H,G). Consider

Tn ≡n

∑i=1

n

∑j=1

(Tei, f j) f j⊗ ei

Then

Tnek =n

∑i=1

n

∑j=1

(Tei, f j)(ek,ei) f j =n

∑j=1

(Tek, f j) f j,

a partial sum for Tek. It follows ∥Tnek∥ ≤ ∥Tek∥ and limn→∞ Tnek = Tek. Therefore, fromthe dominated convergence theorem,

limn→∞∥T −Tn∥2

L2≡ lim

n→∞∑k∥(T −Tn)ek∥2 = 0.

Therefore, the linear combinations of the f j ⊗ ei are dense in L2 (H,G) and this provescompleteness of the orthonomal basis.

By only using rational scalars in the linear combinations we see that L2 (H,G) is sep-arable. From 22.20 it also shows that every T ∈L2 (H,G) is the limit in the operator normof a sequence of compact operators. This follows because each of the f j⊗ ei is easily seento be a compact operator because if B⊆H is bounded, then ( f j⊗ ei)(B) is a bounded sub-set of a one dimensional vector space so it is pre-compact. Thus Tn is compact, being afinite sum of these. By Lemma 22.5.10, so is T .

594 CHAPTER 22. HILBERT SPACESthat lim, 0. || T — T || = 0. Then it only remains to verify T € “4 (H,G). But by Fatou’slemma, for {e;} orthonormal,2 . . 21: : 2D ||Pex\| < Him inf Ye lTnerl = lim inf ||Tn|ly, < 09,All that remains is to verify 4 (H,G) is separable and these Hilbert Schmidt operatorsare compact. I will show an orthonormal basis for “2 (H,G) is {f; @ex} where {fx} isan orthonormal basis for G and {e,} is an orthonormal basis for H. Here, for f € G ande €H,f Ge(x)=(,e)f.I need to show fj ® ex € 2 (H,G) and that it is an orthonormal basis for 2 (H,G)as claimed. Let the {e;,} be the orthonormal basis used to define the inner product but the{ f i} are just an arbitrary orthonormal basis for G.Eliise(al? =El.psalP = ll? =1<=so each of these operators is in 42 (H,G). As noted above, they are also each continuous.Next I show they are orthonormal. From the definition of the inner product,(fj, @ ee fo@er) = VL (fi Sex (ep). fe Ber (ep)Pp PIf 7 = s and k =r this reduces to 1. Otherwise, this gives 0. Thus these operators areorthonormal.Why is % (H,G) a separable Hilbert space? Let T € % (H,G). ConsiderMsy ( Tei, fj) fj 2;i=1 j=lThenThex =ien nrd Te;, fj) ( ex,ei) f, hI Tex, fj) Sia partial sum for Tez. It follows ||T,,e¢|| < ||Tex|| and lim, ,.. T,e, = Tex. Therefore, fromthe dominated convergence theorem,. 2 _ 4: 2Him, 7 — Tal = fim Yo (7 — Tn) ex? = 0.Therefore, the linear combinations of the fj ® e; are dense in 2 (H,G) and this provescompleteness of the orthonomal basis.By only using rational scalars in the linear combinations we see that % (H,G) is sep-arable. From 22.20 it also shows that every T € 2 (H,G) is the limit in the operator normof a sequence of compact operators. This follows because each of the f; ® e; is easily seento be a compact operator because if B C H is bounded, then (fj ® e;) (B) is a bounded sub-set of a one dimensional vector space so it is pre-compact. Thus 7;,, is compact, being afinite sum of these. By Lemma 22.5.10, so is T.