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Back from that thread, with a quote lifted from there:
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Carter uses his bits of information to come up with a probabilistic betting strategy which is successful over repeated trials (5% are wrong, 95% are right). This success is attained if the "bettor" bets on a total population equal to 20 times his birth number, whatever that birth number may be. Both approaches go around any concern about the shape of the distribution. (And of course both approaches can also immediately be improved if we are provided with additional information about the distribution.) By singling out an inappropriate subset of cases which share a specific value (of revealed content, of birth number) I think you're actually creating an apparent problem that doesn't exist if the whole picture is observed. Grant Hutchison |
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I think you're chasing some sort of symmetry that doesn't have to be there for Carter to work. Grant Hutchison |
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I think you are missing the key point that Carter says more than just that we have a 5% chance of being in the first 5%, it also tries to use the fact that we are the 10 billionth born to say that this says something about our total populations. I'm saying that you cannot use both of those numbers to generate a third one, like an "expected longevity" of humanity. That is exactly the same mistake as using $10 to get an expected value for the other envelope, by any method. You're saying you don't care about the 10 billionth-born subset, all you care about is the 1/20 of the total attendees who are in the corner. But if that were true, you would have to be able to state Carter's claims without applying it to us, because we're in that subset of 10 billion borns, and there are not 1/20 of us in the corner. Carter's error is in the number 200 billion, not in the number 5%. We are 5% likely to be in the first 5% until you use the information that we are 10 billionth born. You can't use both those numbers and apply it to us.
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Grant Hutchison |
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If we go back to your restaurant, with the first 5% of every species cluster in one corner: the 10-billionth soul of some species will be in the corner, the 10-billionth soul of other species will still be in the general room. All the folk in the corner will be saying "Oops, we got our calculations wrong - that's 95% confidence for you." All the folk in the general room will be saying "Yep, we were right to assert we were in the last 95%." So some 10-billionth souls will have been right, and some will have been wrong. We can't say what proportion without introducing external information. It doesn't make the calculation invalid at the 95% level for any given population. Grant Hutchison |
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But 95% confidence here doesn't require all those other imaginary species in their crowded restaurant - just us humans. Let's say everyone who ever lived announced at some time in their lives: "I'm one of the last 95% of people who'll ever lived." 95% of them would be right. If they were statistically astute, they'd have better phrased it "I'm 95% confident I'm one of the last 95% of people who'll ever lived." The 10-billionth person might be one of those in the top 95% or one of those in the bottom 5%: it doesn't matter, his/her statement is still valid. Quote:
In some of your collection of species, the person who predicts 200 million will be correct; in others, that person will be wrong. We have no way of estimating the proportion of rights and wrongs in that set, but that proportion has no mathematical linkage to the first 5% of humans who ever lived, or whether there were more or less than 10 billion of them. I think you're confusing within species probability and across species probability. Grant Hutchison |
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Last edited by Ken G; 20-November-2005 at 04:22 AM.. |
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(A paediatrician tells you that your son's height is in the 98th centile for his age. You go home and measure your son's height - he's 120cm tall. That immediately tells you that 2% of kids your son's age are over 120cm tall. You don't need to doubt that proportion just because you've now measured the height. It's the same proportion, with or without the numerical knowledge.) Quote:
The set of people who make the specific claim that there will be 200 million humans, of which 5% are wrong, doesn't exist, as I said, for exactly the reasons you've set out. But it's just a non-issue for this problem. Are you going to claim that there is a set of children 120cm high who are not in the 98th centile for their age, and so measuring your child's height invalidates the paediatrician's assessment? Here's another way of looking at it. Saying you're 95% percent certain you're not in the first 5% of human lives is just shorthand for saying "If only 100 humans lived, I'm 95% certain I wouldn't be in the first 5." Inserting your birthnumber merely introduces a constant of proportionality into that claim. Each individual inserts their own birth number, and comes up with their own estimate of the total number. The claim stays the same because the proportion is the same, just as it would have done if you'd decided to express your claim as a fraction or a per-mil, rather than a percent. Grant Hutchison |
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Wait! I've had a revelation. The reason that Carter's 95% confidence is in general not correct is the correlation between 10 billion and the actual "average" number of intelligent beings in any species. I've said that already. The only way Carter works is if there is no such correlation,and although you may not agree with that statement right now, perhaps you will when I point out that there is a way to eliminate that correlation, and that is if the population distribution is scale free. This gibes with your last point about being able to rescale the numbers, so that's why I think this might be a useful insight to this discussion. So what kind of distribution is scale free? A power law! So Carter only works if populations are distributed according to a power law. So it's not the Gaussian distribution, it's power laws, that are special. So that's good news and bad news for Carter. The good news is, there are a lot of distributions in life that do come out power laws. The bad news is, they always break down at some point. If the true population-distribution power law is too small, then you have zero population expectation, and if it's too large, then you have infinite population expectation. You have to introduce a scale to avoid these problems, and as soon as you do, bingo, the correlation appears and Carter breaks down. I maintain that your intuition is correct, but it's working under the unrevealed assumption of a scale-free population distribution, which in practice is not possible. But if you can resuscitate the scale-free idea, then you have resuscitated Carter. Otherwise, RIP.
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It looks like this thread has reached its end, so I'll summarize what was learned for those who might still peruse it, or be curious about the validity of the Carter catastrophe conjecture. The idea behind the catastrophe is that if each person has x humans born up to their own birth, then they can be 95% certain they are not in the first 5% of humans, in the absence of any other information. This would seem to suggest that the 95% confidence extended to the idea that humanity would not outlive a count of 20 times x, but the primary debate centered on whether or not it was allowed to set x=10 billion (or so, for us), and still expect the 95% confidence to apply to the number 20x = 200 billion. To have this work, most felt it would have to be argued that setting x=10 billion did not constitute any extra information. But since 10 billion must have some relationship to the actual expected number of humans (i.e. high or low in relation to it), in a situation of complete knowledge of all the contributing factors, so most felt that using any actual value of x (such as 10 billion) did constitute extra information, invalidating the Carter confidence interval. This was not a unanimous view. No doubt the Carter conjecture will continue to be debated, but probably not on this forum!
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Sorry if I'm resurrecting a dead thread and only using new words to reiterate arguments that have already been put forward, but it seems to me that the problem with the Carter Catastrophe is that it implies that the future or present probability of something is somehow altered by the probability of the chain of events leading up to it.
If I roll three six sided dice in a row, the chance of getting a 6 the last roll is still 1 in 6, not 1 in 216, no matter if I already rolled 6 twice in a row before. Really... isn't any attempt to calculate the probability of any event or outcome based on anything but the probabilites of the direct physical factors that matter to the specific outcome/event in question inherently meaningless, and a matter of "confusing the map with the territory"? |
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I read er... listened to "time" by stephen baxter, i found the "Carter Catastrophe" pretty interesting, you see it happen all the time in nature, except maybe for cockroaches, which apparently never die out. I'm just going to forget about the hysteria and note a couple possible holes in the theory, first of all, it just cites population, not other important factors like technology level, area occupied etc. Secondly, you can say you have sufficient data, but really, is looking at a few samples of data over 100 or so years going to suffice, we may have accurate data for humans at least, but for the animals you're comparing us to you may not have enough samples for the comparison.
For the theory, if u suspended ur disbelief long enough, it does make sense if you think about it a certain way, first of all, all species are terminated on a distinct timeline, no exceptions even cockroaches, mosquitos, and fruit flies, which we wish were all dead now. Otherwise the theory makes sense, but as history has shown us, the worst thing that happens with isolated populations is they all die (easter island) which we have a lot of, Or the government collapses and a lot of people die, but not all. |
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Before starting on this again, please note that this has been a resurrection of a thread that died 2 years ago when the discussion reached it's natural end.
The resurrection hasn't added anything new to the discussion.
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‘To those who regard “crime fiction” as some sacred icon which must follow a rigid formula, I will always be the man who writes 18-syllable haiku.’ Andrew Vachss, Autobiographical essay Trying to make sense of computers, The Error Log.
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The probability of drawing a high numbered ball from the million ball urn is zero if the person filling the urn has had only enough time to put in the first ten balls. Drawing a seven tells us nothing about how many balls will eventually be placed in the urn. For the experiment to work, I'd have to wait until all of the balls are placed.
Even if the human race will be much larger, we haven't been around long enough to produce trillions of members so of course my birth order is low. No matter how large the population will become, everyone doing the experiment now is going to get a low birth number. It has nothing to do with how large the population will become just as the early drawing of a ball from an urn doesn't tell us how many balls will eventually be placed in it. It may be true that most of the people from among everyone who will ever live will be correct in guessing that the human race will become extinct soon, but I have no reason to believe that I'm in that majority because we're not done producing more people. A ball can't be drawn from an urn if it hasn't been put in yet. |
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The problem with your argument is that it gives a result that even though 90% of humans will be in the last 90% born, by your argument none of them will ever be able to conclude that they are likely to be in the last 90% born, on the simple grounds that they have no way of knowing if we are done producing more people. That doesn't make your argument wrong, it means that it still leaves something to explain.
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If all I knew was that there were going to be a finite number of humans and I was one of them then I'd have to say that there's a 90% chance that I'm in the last 90%. But I have made other observations. As stated in the problem, I know that the population is increasing geometrically. With the possibility of truly vast numbers of new people being added, how is it possible for anyone to seriously think that he's now probably in the last 90%?
It would be different if the earth really had standing room only or a killer asteroid were already spotted. But as it is, the same geometric progression that suggests that most of the people who will ever live will be in the last few generations also suggests that we aren't in those generations.
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Life is like a box of chocolates. All of your choices are bad for you. |
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Just goes to show how little number games can actually mean sometimes.
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"If this were play'd upon a stage now, I could condemn it as an improbable fiction." Shakespeare, Twelfth Night "The Mayan symbol for "book" looks a lot like a triple hamburger, but I've never seen them claiming it as proof the Mayans had Big Macs." - KaiYeves "Distance doesn’t matter much in space, where if you just start a thing off with the right kind of shove, sooner or later it will get where you want it to go." -Frederik Pohl, Mining the Oort |
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Bayesian statistics (i.e. "Carter Catastrophe") only works when applied to finite sets. When applied to potentially infinite sets, such as total number of humans that ever will live, it produces meaningless results. In particular, it produces same result (we are nearing the end of the set) no matter when it is applied -- today, 1000 years ago, or 10,000 years ago.
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Fiction has to be plausible. Reality is under no such constraint. |
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But I'm saying it's not potentially infinite, the expansion of the universe would seem to preclude that. I don't think the weakest aspect of the Carter catastrophe conjecture is the assumption of a finite total human population, it is the assumption of a lack of correlation between the current birth number and the expectation of future longevity. But perhaps one could merge the arguments and say that if the total number may be assumed to be finite, then correlations exist between current birth number and the possible totals, and if the total is potentially infinite, then no such correlation exists but then the Carter conjecture is invalid on the grounds you raise.
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