Question: Let Zi have a continuous cumulative distribution function Fi (i = 1,..., N), and let G be the group of all transformations Z i =

Let Zi have a continuous cumulative distribution function Fi (i =

1,..., N), and let G be the group of all transformations Z i = f (Zi) such that f is continuous and strictly increasing.

(i) The transformation induced by f in the space of distributions is F i = Fi( f −1).

(ii) Two N-tuples of distributions(F1,..., FN ) and (F 1,..., F N ) belong to the same orbit with respect to G¯ if and only if there exist continuous distribution functions h1,..., hN defined on (0,1) and strictly increasing continuous distribution functions F and F’ such that Fi = hi(F) and F i = hi(F

).

[(i): P{ f (Zi) ≤ y} = P{Zi ≤ f −1(y)} = Fi[ f −1(y)].

(ii): If Fi = hi(F) and the F i are on the same orbit, so that F i = Fi( f −1), then F

i = hi(F

) with F = F( f −1). Conversely, if Fi = hi(F), F i = hi(F

), then F i =

Fi( f −1) with f = F−1(F).]

Step by Step Solution

There are 3 Steps involved in it

1 Expert Approved Answer
Step: 1 Unlock blur-text-image
Question Has Been Solved by an Expert!

Get step-by-step solutions from verified subject matter experts

Step: 2 Unlock
Step: 3 Unlock

Students Have Also Explored These Related Statistical Techniques in Business Questions!