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Question

Math 6010 • Linear Models

Fall 2019 • Question 9

Suppose \(X_1,X_2,\ldots \) are iid with \(\mathbb {E}|X_i|=\infty \). Let \(S_n=X_1+\cdots +X_n\), and let \(A\) be the event that \(M_n=S_n/n\) converges to a finite limit. Let \(B\) be the event that \(|X_n|\geq n\) infinitely often.

  1. State the definition of \(B\) in terms of unions and intersections.
  2. Show that \(\mathbb {P}(B)=1\).
  3. Verify the identity \[ M_n-M_{n+1}=\frac {M_n}{n+1}-\frac {X_{n+1}}{n+1} \] and use it to show that \(A\cap B=\emptyset \).
  4. Use the above to prove that \(\mathbb {P}(A)=0\).

Raw LaTeX

Suppose \(X_1,X_2,\ldots\) are iid with \(\E|X_i|=\infty\). Let
\(S_n=X_1+\cdots+X_n\), and let \(A\) be the event that \(M_n=S_n/n\) converges to a
finite limit. Let \(B\) be the event that \(|X_n|\geq n\) infinitely often.
\begin{enumerate}
\item[(a)] State the definition of \(B\) in terms of unions and intersections.
\item[(b)] Show that \(\Prob(B)=1\).
\item[(c)] Verify the identity
\[
  M_n-M_{n+1}=\frac{M_n}{n+1}-\frac{X_{n+1}}{n+1}
\]
and use it to show that \(A\cap B=\emptyset\).
\item[(d)] Use the above to prove that \(\Prob(A)=0\).
\end{enumerate}