Question

Problem 9. Let Xi,..., Xn be a random sample from the distribution function F. Set rt j-1 a.s (1) Show that Fn (t) ^* F(t) for each t eR (2) Show that n/2(Fm(t) Ft)) »,z~(0, F) Ft)) for each t for which F(( F(t) is positive.

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Answer #1

Part(a)

Let Xi.... . Xn be independent and identically distributed random variables, with distribution function F(x) P(X1 r). The Empirical Cumulative Distribution Function (ECDF), also known simply as the empirical distribution function, is defined as i=1 where 1 is the indicator function, namely 1{X, Sr is one if Xi and zero otherwise

To Proof:

Hence, F_n(t)\overset{a.s.}{\rightarrow}F(t) \ for \ all \ t\in \mathbb{R} Proved.

Part(b)

Proved

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