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Course in Probability Theory

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3 .3 INDEPENDENCE 1 61<strong>in</strong> which there exists an r .v . X„ with µ n as its p .m . Indeed this is possible if wetake (S2„ , ?l„ , ;J/;,) to be (J/? 1 , J/,3 1 , µ„) and X„ to be the identical function ofthe sample po<strong>in</strong>t x <strong>in</strong> now to be written as w, (cf. Exercise 3 of Sec . 3 .1) .Now def<strong>in</strong>e the <strong>in</strong>f<strong>in</strong>ite product spaceS200= X Qnn=1on the collection of all "po<strong>in</strong>ts" co = {c ) l, cot, . . . , cv n , . . .}, where for each n,co,, is a po<strong>in</strong>t of S2„ . A subset E of Q will be called a "f<strong>in</strong>ite-product set" iffit is of the form00(11) E = X Fn,n=1where each F n E 9„ and all but a f<strong>in</strong>ite number of these F n 's are equal to thecorrespond<strong>in</strong>g St n 's. Thus cv E E if and only if con E F n , n > 1, but this isactually a restriction only for a f<strong>in</strong>ite number of values of n . Let the collectionof subsets of 0, each of which is the union of a f<strong>in</strong>ite number of disjo<strong>in</strong>t f<strong>in</strong>iteproductsets, be A . It is easy to see that the collection A is closed with respectto complementation and pairwise <strong>in</strong>tersection, hence it is a field . We shall takethe z5T <strong>in</strong> the theorem to be the B .F. generated by A . This ~ is called theproduct B . F. of the sequence {f<strong>in</strong> , n > 1) and denoted by X n __1 n .We def<strong>in</strong>e a set function ~~ on as follows . First, for each f<strong>in</strong>ite-productset such as the E given <strong>in</strong> (11) we set00(12) ~(E) _ fl -~ (F'n ),n=1where all but a f<strong>in</strong>ite number of the factors on the right side are equal to one .Next, if E E A andnE = U E (k) ,k=1where the E (k) 'sare disjo<strong>in</strong>t f<strong>in</strong>ite-product sets, we put11(13) °/'(E (k)) .k=1If a given set E <strong>in</strong> A~ has two representations of the form above, then it isnot difficult to see though it is tedious to expla<strong>in</strong> (try draw<strong>in</strong>g some pictures!)that the two def<strong>in</strong>itions of , ~"(E) agree . Hence the set function J/' is uniquely

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