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Math 6010 • Linear Models

Fall 2019 • Question 6

(Pólya’s Urn) An urn initially contains \(r\) red and \(b\) blue balls. A ball is chosen uniformly at random (i.e. with probability \(1/(r+b)\) each). If it comes up red (resp. blue), then it is returned and another red (resp. blue) ball is added to the urn. The process is repeated indefinitely. Let \(R_n\) be the number of red balls in the urn after \(n\) draws.

  1. A vector \((X_1,X_2,\ldots ,X_n)\) of random variables is said to be exchangeable if \[ (X_1,\ldots ,X_n)\sim (X_{\pi (1)},\ldots ,X_{\pi (n)}) \qquad \text {for all permutations }\pi , \] where \(\sim \) denotes equality in distribution. If \(X_i\) is the indicator that a red ball is drawn from the urn at time \(i\), prove that \((X_1,\ldots ,X_n)\) is exchangeable.
  2. Find the mean and variance of \(S_n=X_1+\cdots +X_n\), the total number of red balls added to the urn up to time \(n\).

Raw LaTeX

(P{\'o}lya's Urn) An urn initially contains \(r\) red and \(b\) blue
balls. A ball is chosen uniformly at random (i.e. with probability
\(1/(r+b)\) each). If it comes up red (resp. blue), then it is returned and
another red (resp. blue) ball is added to the urn. The process is repeated
indefinitely. Let \(R_n\) be the number of red balls in the urn after \(n\) draws.
\begin{enumerate}
\item[a)] A vector \((X_1,X_2,\ldots,X_n)\) of random variables is said to be
exchangeable if
\[
  (X_1,\ldots,X_n)\sim(X_{\pi(1)},\ldots,X_{\pi(n)})
  \qquad\text{for all permutations }\pi,
\]
where \(\sim\) denotes equality in distribution. If \(X_i\) is the indicator that
a red ball is drawn from the urn at time \(i\), prove that
\((X_1,\ldots,X_n)\) is exchangeable.
\item[b)] Find the mean and variance of \(S_n=X_1+\cdots+X_n\), the total number
of red balls added to the urn up to time \(n\).
\end{enumerate}