Law of Iterated Expectations example

$\begingroup$

I have a question that I hope can be shown using the LIE. There is a urn which contains 3 marbles (2 white and 1 black). The person who gets to pick the black marble gets to win $100 whereas the individual who picks the white marble walks away with nothing. The marbles that are taken out are not replaced. Assuming that there are only 2 individuals, how to show, using LIE that it does not matter whether you are the first or second to pick the marble? Thanks

$\endgroup$

2 Answers

$\begingroup$

Denote:

Y = the second guy's earnings

X = the first guy's earnings

Now, let's prove that E(X) = E(Y), using LIE (law of iterated expectations)

E(X) = 2/3 * 0 + 1/3 * 100 = 100/3

E(Y) = E(E(Y|X)) = prob(X=100) * E(Y|X=100) + prob(X=0) * E(Y|X=0)

prob(X=100) = 1/3

E(Y|X=100) = 1/2 * 0 + 1/2 * 0 = 0

prob(X=0) = 2/3

E(Y|X=0) = 1/2 * 0 + 1/2 * 100 = 50

Substitute these numbers into the former equation, we find E(Y) = 100/3

So E(X) = E(Y)

$\endgroup$ $\begingroup$

$\newcommand{\E}{\mathbb E}$Let $X$ be the number of black marbles appearing on the first draw, so $X=\text{either 0 or 1}$, and let $Y$ be the number of black marbles on the second draw. The problem is to show that $\E(X)=\E(Y)$.

The law of iterated expectations, sometimes called the law of total expectation, tells us that $$ \E(Y) = \E(\E(Y\mid X)). $$

So we look at $\E(Y\mid X)$: $$ \E(Y\mid X) = \left.\begin{cases} 1/2 & \text{if }X=0 \\ 0 & \text{if }X=1 \end{cases}\right\} = \begin{cases} 1/2 & \text{with probability }2/3, \\ 0 & \text{with probability }1/3. \end{cases} $$ Given that, you should be able to find the expected value of this random variable $\E(X\mid Y)$. Then the question is whether that's equal to $\E(X)$.

$\endgroup$ 2

Your Answer

Sign up or log in

Sign up using Google Sign up using Facebook Sign up using Email and Password

Post as a guest

By clicking “Post Your Answer”, you agree to our terms of service, privacy policy and cookie policy

You Might Also Like