61.1. CONDITIONAL EXPECTATION IN BANACH SPACES 1987

Thus, if A ∈ G , ∫A

ZndP =m

∑k=1

xk

∫A

E(XFk |G

)dP

=m

∑k=1

xk

∫AXFk dP

=m

∑k=1

xkP(Fk ∩A) =∫

AXndP (61.1.5)

Then since E(XFk |G

)≥ 0,

||Zn|| ≤m

∑k=1||xk||E

(XFk |G

)Thus if A ∈ G ,

E (||Zn||XA) ≤ E

(m

∑k=1||xk||XAE

(XFk |G

))=

m

∑k=1||xk||

∫A

E(XFk |G

)dP

=m

∑k=1||xk||

∫AXFk dP = E (XA ||Xn||) . (61.1.6)

Note the use of ≤ in the first step in the above. Although the Fk are disjoint, all that isknown about E

(XFk |G

)is that it is nonnegative. Similarly,

E (||Zn−Zm||)≤ E (||Xn−Xm||)

and this last term converges to 0 as n,m→∞ by the properties of the Xn. Therefore, {Zn} isa Cauchy sequence in L1 (Ω;E;G ) . It follows it converges to some Z in L1 (Ω;E,G ) . Thenletting A ∈ G , and using 61.1.5,∫

AZdP =

∫XAZdP = lim

n→∞

∫XAZndP = lim

n→∞

∫A

ZndP

= limn→∞

∫A

XndP =∫

AXdP.

Then define Z ≡ E (X |G ).It remains to verify ||E (X |G )|| ≡ ||Z|| ≤ E (||X || |G ) . This follows because, from the

above,||Zn|| → ||Z|| , ||Xn|| → ||X || in L1 (Ω)

and so if A ∈ G , then from 61.1.6,

1P(A)

∫A||Zn||dP≤ 1

P(A)

∫A||Xn||dP

and so, passing to the limit,

1P(A)

∫A||Z||dP≤ 1

P(A)

∫A||X ||dP =

1P(A)

∫A

E (∥X∥|G )dP

61.1. CONDITIONAL EXPECTATION IN BANACH SPACES 1987Thus, if A € Y,E(24,|Y)d/ Z,dP =A—| 2naPIIMs i its i itsxyP (Fy NA) = | xoaP (61.1.5)AlIThen since E (2%,|¥) > 0,Znll < VY | xed E (25 1Y)k=lThus if A € Y,E (||Zn|| 2a)lA£ (Ell ae ale) = Y itull (2 (219) 4¥ lull [mah =e (2 |%all). (61.1.6)k=1Note the use of < in the first step in the above. Although the Fy are disjoint, all that isknown about E (2 RAG ) is that it is nonnegative. Similarly,E (||Zn —Zn||) < E (|[Xn —Xml|)and this last term converges to 0 as n,m —> oo by the properties of the X,. Therefore, {Z,,} isa Cauchy sequence in L! (Q; E;%). It follows it converges to some Z in L! (Q;E,Y). Thenletting A € Y, and using 61.1.5,| zap = j[ %zar = lim | 2s2dP = lim | Z,dPA n—0 noo JA= lim | X,dP = | XaP.noo JA AThen define Z = E (X|¥).It remains to verify ||E (X|¥)|| = ||Z|| < £ (||X|| |Y). This follows because, from theabove,||Znl| > |IZ]| 5 [|X|] |[X|] in Lt (Q)and so if A € Y, then from 61.1.6,1 1Bay || Zale? < way | iXellaPand so, passing to the limit,1 1 1Pray | lZll4P < Beay [IMAP = pray | EUKUIAaP