Question: 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)
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).]
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