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Subject:
wrong expectation
Category: Science > Math Asked by: gadtrab-ga List Price: $15.00 |
Posted:
04 Feb 2003 09:02 PST
Expires: 06 Mar 2003 09:02 PST Question ID: 157193 |
statistics question: a man and his wife won a price. the chairman had 2 envelops. one envelop with X%, and in the other 0.5X or 2X. He gave them one of the envelops, they open it and found 100$. After that he asked them if they agree to exchenge the envalop with second envelop in which there are 50$ (50% ) or 200$ (50%). the man agreed, because there are 50% to win 100$ and 50% to lost 50$. the expectation is 100*1/2 +50*1/2 = 1.15 > 1 and therefor I want to exchange the envelops. The wife said that it is silly to exchange the envelops, since the same expectation we will have even if we didnt open the envelop, so we could exchange the envelop just after we got it, and this is a silly, since we dont know with of them has the the bigger amount. I know that the wife is right. The question is why the man is wrong. The expectation is realy 1.25, so why should they exchange the envelops? ( they can exchange it many times, every time they will have expection=1.25.... ) Thanks |
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Subject:
Re: wrong expectation
Answered By: elmarto-ga on 04 Feb 2003 13:33 PST |
Hello gadtrab! Searching through Google I've found out that several people are puzzled by this problem. See, for example, http://people.cs.uchicago.edu/~gmkrishn/snippets/Puzzle/Puzzle for some twists that just make this problem become weirder, especially because it would seem that even before looking at the envelope you got, you want to switch it (as you say, the expectation appears to be 1.25X). Fortunately, I found, in another page, the solution to this problem. It explains quite clearly what's the mistake in that "1.25" expected value. The answer to why there are no gains from switching BEFORE you see the contents of your envelope is quite straightforward; while the understanding of why there are no gains from switching once you see the $100 requires some basic knowledge of probability. Check the answer at http://www.faqs.org/faqs/puzzles/archive/decision/ This page has many puzzles (and their solutions). To find the one you're looking for use Edit - Find (On This Page) - "envelope.p". If you need further assistance with this question, please request a claeification. Hope this helps! elmarto-ga search terms used: 0.5X 2X envelope puzzle switch |
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Subject:
Re: wrong expectation
From: xarqi-ga on 04 Feb 2003 11:13 PST |
The man's calculation of expectation that yields 1.15 is wrong. Consider it this way: he is being given the chance to buy for $100 one of two envelopes, one containing $50, and one containing $200, but he cannot distinguish them. His expectation is 0.5 x $50 + 0.5 x $200 = $125. This is better than his cost of $100, and so he should take the risk. The wife's logic - as I understand it - is wrong. Without opening the envelope they had been given, their expectation is about 0.33 x $50 + 0.33 x $100 + 0.33 x $200 = $116.67. Once they have opened the envelope and know it contains $100, their expectation for the next envelope rises to $125. |
Subject:
Re: wrong expectation
From: xarqi-ga on 04 Feb 2003 14:06 PST |
From the link given: http://www.faqs.org/faqs/puzzles/archive/decision/ <quote> OK, so let's consider the case in which I looked into the envelope and found that it contained $100. This pins down what X is: a constant. Now the argument is that the odds of $50 is .5 and the odds of $200 is .5, so the expected value of switching is $125, so we should switch. However, the only way the odds of $50 could be .5 and the odds of $200 could be .5 is if all integer values are equally likely. <unquote> This is erroneous. There are two possible outcomes - each equally likely. The probability of each is therefore 0.5. The notion that "all integer values" be equally likely has no bearing whatsoever. |
Subject:
Re: wrong expectation
From: racecar-ga on 04 Feb 2003 16:05 PST |
This question is at http://rec-puzzles.org/decision.html under the title "envelope". The solution is discussed there. Basically the issue is that you're making an implicit assumption that *any* amount of money is equally likely to be in the envelope, but that is not possible. If that were true, the probablity of finding a finite amount of money in the evelope would be zero. |
Subject:
Re: wrong expectation
From: xarqi-ga on 04 Feb 2003 18:17 PST |
A minor oops - I misunderstood the scenario a bit - initially I thought there were envelopes with $0.5X, $X, and $2X. However, I remain unconvinced by the arguments presented thus far. The situation confronting the subject is the possibility of exchanging $100 for an envelope that may contain either $50 or $200, with equal probability. Have I managed to grasp this correctly? If so, I invite anyone interested to undertake the following thought experiment: In this game, it costs $100 to play a round. Each round, I take the $100 and toss a fair coin. If it is "heads", I give you $50, if it is "tails", I give you $200. Do you want to play? To me, this seems a logical equivalent to the "envelope" puzzle. Lets play 1000 rounds. In total, you give me $100,000. Slight randomness aside, 500 times the toss will be "heads" and I will give you $50, and 500 times, it will be "tails" and I will give you $200. In total, I will give you 500x$50+500x$200=$125,000. You make $25k! Your expectation was 1.25 as calculated. Bring on your envelopes - I'll play! |
Subject:
Re: wrong expectation
From: wondering-ga on 05 Feb 2003 11:45 PST |
The point is that a $50,$100 pair is more probable than a $100,$200 pair. Or at least that a 0.5X,X pair is more probable than a X,2X pair, once X gets high enough. Because the sum of all probabilities over all X has to be one. |
Subject:
Re: wrong expectation
From: xarqi-ga on 05 Feb 2003 17:33 PST |
wondering-ga: "The point is that a $50,$100 pair is more probable than a $100,$200 pair. Or at least that a 0.5X,X pair is more probable than a X,2X pair, once X gets high enough. Because the sum of all probabilities over all X has to be one." This analysis too is erroneous. Any consideration of probabilities for all X is irrelevant, since we know X to be = $100. The envelope contains either $50 or $200. There are just these two possibilities - either could be true, and there is no basis to suggest that either is more likely. And, BTW, if, as is suggested, there is some value of X at which the (0.5X, X) pair becomes more probable, what is this "magic" value? |
Subject:
Re: wrong expectation
From: wondering-ga on 06 Feb 2003 00:46 PST |
"Any consideration of probabilities for all X is irrelevant, since we know X to be = $100. The envelope contains either $50 or $200." I disagree. Suppose you have the *extreme* probability distribution that it's *always* $50,$100. In that case when you open the envelope and it contains $100: would you switch? Your statement that "the envelope contains either $50 or $200" then still would be true (in fact it would contain $50 :-)), but that doesn't help. Your fallacy is to think that because you chose a random envelope, the $50 and $200 have to have the same probability. But the fact that you found out that it's $100 gave you extra information, and therefore that is no true anymore. "if, as is suggested, there is some value of X at which the (0.5X, X) pair becomes more probable, what is this "magic" value?" It depends on the probability distribution :-) |
Subject:
Re: wrong expectation
From: xarqi-ga on 06 Feb 2003 02:56 PST |
But we were GIVEN the probability distribution! "After that he asked them if they agree to exchenge the envalop with second envelop in which there are 50$ (50% ) or 200$ (50%). " Half the time, the envelope would contain $50, and half the time $200. The scenario of an *extreme* distribution does not apply. The reason I "think that because you chose a random envelope, the $50 and $200 have to have the same probability" is because that is exactly what was specified in the scenario given. It is an axiom, not a fallacy. |
Subject:
Re: wrong expectation
From: racecar-ga on 06 Feb 2003 10:32 PST |
xarqi-- Whether or not the problem states that all values are equally likely to be found in the evelope or not does not change the fact that that cannot be true. Think of it this way: if any amount of money between zero and infinity were equally likely, what would be the mean (expectation value) of the amount of money in the envelope if you played the game many times? The problem implies that the man *assumes* there is a 50% chance of each of the two possible outcomes, not that that is actually the case. In reality, the amount of money in the envelopes is chosen from some pdf. If $100, the amount found in the first envelope, is less than the expectation value based on that pdf, the man should switch, but if it's more, he should not switch. Since he has no knowledge of the underlying pdf, he has no statistical reason to switch. |
Subject:
Re: wrong expectation
From: xarqi-ga on 06 Feb 2003 12:37 PST |
Sorry - still no sale "Whether or not the problem states that all values are equally likely to be found in the evelope or not does not change the fact that that cannot be true." Nonsense. The problem DOES NOT state that ALL values are equally likely, it says quite clearly that it is either $50 or $200 with a 50% chance of each. I repeat, this is an axiom, a matter of fact, a definite element of the described situation. "The problem implies that the man *assumes* there is a 50% chance of each of the two possible outcomes, not that that is actually the case." It beats me how you infer this from the description of the situation: "...in which there are 50$ (50% ) or 200$ (50%)." The man has not merely assumed the 50% chance, it is a fact. It IS actually the case. |
Subject:
Re: wrong expectation
From: wondering-ga on 07 Feb 2003 07:51 PST |
Of course if you *know* about the probability distribution that for $100 the chances are 50/50, you should switch. But whatever the prob. distr., the chance that you lose money on the switch will be bigger the higher the amount that you find in the envelope is, exactly compensating for the 1.25. |
Subject:
Re: wrong expectation
From: xarqi-ga on 09 Feb 2003 19:44 PST |
wondering-ga Half right - yup given that it is 50/50 it makes sense to switch - but this is REGARDLESS of the amount at stake - so the decision DOES depend on the probability distribution. Fortunately, we were given this. |
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