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Continuous Mapping Theorem

Probability and Statistics

In probability theory, the continuous mapping theorem states that continuous functions preserve limits even when their arguments are sequences of random variables rather than fixed numbers, extending the ordinary fact that a continuous function maps convergent sequences of real numbers into convergent sequences. Henry Mann and Abraham Wald first proved the theorem in 1943, so it is sometimes called the Mann-Wald theorem, while Denis Sargan referred to it as the general transformation theorem.

Facts
Statement
Continuous functions preserve limits even when applied to sequences of random elements: if random elements Xn converge to X on a metric space and a function g is continuous except possibly on a set that X assigns probability zero, then g(Xn) converges to g(X). 1
Proof Year
1943 1
Sources
1. Continuous mapping theorem, Wikipedia
  • Statement section
    Let {Xn}, X be random elements defined on a metric space S. Suppose a function g: S to S' (where S' is another metric space) has the set of discontinuity points Dg such that Pr[X in Dg] = 0.
  • Introduction, opening paragraph
    This theorem was first proved by Henry Mann and Abraham Wald in 1943
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