Monty Hall

This is a fun brain teaser in probability. I think it's been known for a long time, but it became prominent in the early 90s when it was asked in a Marilyn vos Savant column in Parade Magazine. Many people didn't believe her answer (which was correct), including some pompous mathematicians.

It's highly unintuitive, so if you don't see the solution at first, you're in good company!

There are many web sites that have explanations, simulations, and so forth, so if you're interested, do some searching.

The Puzzle

Suppose you're on a game show, something like "Let's Make a Deal," which was popular in the 70s. As I remember, in that show, after you won a game, the host, Monty Hall, would offer to let you choose from doors 1, 2 or 3, one of which contained a nice prize, but the others were lame. Sometimes, after you'd chosen a door, Monty Hall would offer you money instead. Or he'd allow you to change your choice. It was all very silly, even though valuable stuff was at stake.

Okay, that's the setup, now for the actual puzzle:

  1. You're offered a choice of doors 1, 2 and 3. You know that behind one of them is a valuable prize, and behind the others is a goat.
  2. You choose a door.
  3. Monty Hall opens one of the other doors to reveal a goat. (Note that, because there are two goats, he can always do this.)
  4. He offers you a chance to switch to the other door.
  5. Should you?

Argument for Sticking

Since Monty Hall can always open a door to reveal a goat, he has given you no information. So, there are now two doors and the chance is now 1/2 instead of 1/3, but the chances are equally likely. You might as well stick, since there's no gain in switching.

Argument for Switching

Your original probability of winning was 1/3, and if you stick, that probability doesn't change. Therefore, the probability of winning if you switch must be 2/3.

Which is Right?

Think about this for a while and see which argument you like. I'll wait.

hum de dum

la de dah

Thought about it enough? Good!

The answer is that you should switch. We can draw out decision trees, we can simulate, or we can present mathematical arguments, but the answer is the same. Strange, but true.

Probability as a Measure of Knowledge

Suppose that, at the very end, someone walks into the room and is offer the same choice. For them, there are two doors, so the chances of winning are 1/2. For you, the chances of winning are 2/3, since you know something they don't: you know your original choice. Strange, isn't it? To determine probabilities, we can't just look at the number of choices and divide. Sometimes, it can be more subtle!

Here's why the probability is 1/2 for the newcomer. Your door has a probability of 2/3 and the other door has a probability of 1/3. If the newcomer flips a coin to choose between the two doors, the probability of winning is

P = (0.5)(1/3) + (0.5)(2/3) = 1/6+1/3 = 1/2

Model in Extend

Here's a model in Extend. We'll explore it some.

MontyHall.mox

St. Petersburg Game

The St. Petersburg game is another delightful puzzle. It's moderately important in itself, but it will also help to understand another fascinating puzzle that we'll get to next.

The basic idea is that a casino offers the following gambling game:

The question is, how much would you be willing to pay to play this game?

The Wikipedia has an excellent article on the St. Petersburg Paradox. We'll look at that after some discussion.

Two Envelopes of Money

Here's another interesting puzzle:

  1. Some rich benefactor is going to put checks into two sealed envelopes. One check is for twice the amount of the other.
  2. You get to choose one of the envelopes
  3. Having chosen one, you are allowed the option of switching. Should you?

A related question: does it matter if you open the envelope you have?

Why You Should Switch

Let X be the amount of money in your current envelope. If you switch, you'll either get 2X or X/2, and those are equally likely. The expected value of switching, then, is:

V = (0.5)2X + (0.5)X/2 = (0.5)(2X+X/2) = (0.5)(5/2)X = (5/4)X = 1.25 X

So you gain 25 percent by switching!

Why You Should Stick

This is bogus! Nothing has changed so how could your expected value go up? In fact, by that argument, if you switch a second time, back to your original envelope, you could gain even more money!

The Answer

I have an idea, but I'm interested in your ideas, too.

Answers from the Web

Again, the Wikipedia has an excellent article on the Two Envelopes Problem. We'll look at that after some discussion.

Any of the following might be right; I'm not yet sure. All of these people are undoubtedly more knowledgeable than I am, but I remain unconvinced.

  1. This work is licensed under a Creative Commons License
  2. Creative Commons License
  3. Viewable With Any
Browser
  4. Valid HTML 4.01!
  5. Valid CSS!