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Question

Math 6010 • Linear Models

Spring 2018 • Question 6

Let \(X\) and \(Y\) be two standard normal random variables (defined on a common probability space and having positive variances).

  1. Prove that they are independent if and only if they are jointly normal (i.e. \((X,Y)\) is a two-dimensional normal random variable) and uncorrelated.
  2. Give an example of two standard normal random variables that are uncorrelated but not jointly normal.

Raw LaTeX

Let \(X\) and \(Y\) be two standard normal random variables (defined on
a common probability space and having positive variances).
\begin{enumerate}
\item[(a)] Prove that they are independent if and only if they are jointly
normal (i.e. \((X,Y)\) is a two-dimensional normal random variable) and
uncorrelated.
\item[(b)] Give an example of two standard normal random variables that are
uncorrelated but not jointly normal.
\end{enumerate}