22.5. COMPACT OPERATORS IN HILBERT SPACE 593

Let {ei} be an orthonormal basis for H so ∑i ∥Tei∥2 < ∞. Then

∑i∥T ∗Tei∥2 ≤ ∥T ∗∥2

∑i∥Tei∥2 < ∞

For the last claim, let {ek} be an orthonormal basis. Then

∑k∥ST (ek)∥2 ≤∑

k∥S∥2 ∥Tek∥2 < ∞. ■

Definition 22.5.16 Define (S,T ) ≡ ∑k (Sek,Tek) where {ek} is a given orthonor-mal basis. This is well defined because the sum converges absolutely. Indeed,

∑k|(Sek,Tek)| ≤∑

k|Sek| |Tek| ≤

(∑k|Sek|2

)1/2(∑k|Tek|2

)1/2

< ∞

Definition 22.5.17 For X ∈ G and Y ∈ H,X ⊗Y (h) ≡ X (h,Y ) . This is a contin-uous linear map from H to G because ∥X⊗Y (h)∥ = ∥X (h,Y )∥ ≤ ∥h∥∥Y∥∥X∥ . Next weshow X⊗Y ∈L2 (H,G) among other things.

Theorem 22.5.18 L2 (H,G) is a separable Hilbert space with norm given by

∥T∥L2≡

(∑k∥Tek∥2

)1/2

where {ek} is some fixed orthonormal basis for H. Also L2 (H,G)⊆L (H,G) and

∥T∥ ≤ ∥T∥L2. (22.20)

All Hilbert Schmidt opearators are compact. Also for X ∈G and Y ∈H,X⊗Y ∈L2 (H,G)and

∥X⊗Y∥L2= ∥X∥G ∥Y∥H (22.21)

If T is Hilbert Schmidt, then so is T ∗T and T ∗and ST for any S ∈L (G,H). If T = T ∗ andG = H, then the choice of orthonormal basis in computing ∥T∥L2

is not important.

Proof: Is ∥T∥L2really a norm? This obviously is so except for the triangle inequality.

But this follows from the triangle inequality.

∥T +S∥L2≡

(∑k∥Tek +Sek∥2

)1/2

(∑k∥Tek∥2

)1/2

+

(∑k∥Sek∥2

)1/2

= ∥T∥L2+∥S∥L2

Next is the claim that L2 is a Hilbert space. So pick an orthonormal basis {ek}. It isclear that L2 is an inner product space with respect to the inner product described above inDefinition 22.5.16.

Consider completeness. Suppose that {Tn} is a Cauchy sequence in L2 (H,G) . Thenfrom 22.20 {Tn} is a Cauchy sequence in L (H,G) and so there exists a unique T such

22.5. COMPACT OPERATORS IN HILBERT SPACE 593Let {e;} be an orthonormal basis for H so Y; ||Te;||” <0. ThenLllP*Teill* < TP Lei? <i iFor the last claim, let {e,} be an orthonormal basis. Then2 2 2LIST Cen S VUNSI" Teel” < oo.k kDefinition 22.5.16 Define (S,T) =¥, (Sex, Tex) where {e,} is a given orthonor-mal basis. This is well defined because the sum converges absolutely. Indeed,1/2 1/2y | (Sex, Tex)| < y? |Sex| |Tex| < (Zsa) (Eira) < 090k k k kDefinition 22.5.17 For xX € Gand Y €H,X @Y (h) =X (h,Y). This is a contin-uous linear map from H to G because ||X @Y (h)|| = ||X (h,Y)|| < |All ||¥|] |X|]. Next weshow X @Y € L4(H,G) among other things.Theorem 22.5.18 -Ly (H,G) is a separable Hilbert space with norm given by1/2Tle = (Eiri?)kwhere {ex} is some fixed orthonormal basis for H. Also Z,(H,G) C LY (H,G) andIT | < \IT\lz- (22.20)All Hilbert Schmidt opearators are compact. Also for X € Gand Y € H,X ®Y € Yo (H,G)and|X @Y |g, =X llell¥ lla (22.21)If T is Hilbert Schmidt, then so is T*T and T*and ST for any S € £(G,H). IfT =T* andG =H, then the choice of orthonormal basis in computing ||T || _y, is not important.Proof: Is ||T|| y, really a norm? This obviously is so except for the triangle inequality.But this follows from the triangle inequality.1/2 1/2 1/2[Zir+sal < (Eira) + (Ese)r i iIT ly +IISllz,IT +Sll_y,Next is the claim that % is a Hilbert space. So pick an orthonormal basis {e;,}. It isclear that % is an inner product space with respect to the inner product described above inDefinition 22.5.16.Consider completeness. Suppose that {T7,,} is a Cauchy sequence in “%(H,G). Thenfrom 22.20 {T,} is a Cauchy sequence in (H,G) and so there exists a unique T such