Slashdot Mirror


Scientists Develop Financial Turing Test

KentuckyFC writes writes to share a new online test that is being touted as the "financial Turing test." The web-based exercise asks users to distinguish between real and randomly generated financial data. "Various economists argue that the efficiency of a market ought to be clearly evident in the returns it produces. They say that the more efficient it is, the more random its returns will be and a perfect market should be completely random. That would appear to give the lie to the widespread belief that humans are unable to tell the difference between financial market returns and, say, a sequence of coin tosses. However, there is good evidence that financial markets are not random (although they do not appear to be predictable either). Now a group of scientists have developed a financial Turing test to find out whether humans can distinguish real financial data from the same data randomly rearranged. Anybody can take the test and the results indicate that humans are actually rather good at this kind of pattern recognition."

17 of 184 comments (clear)

  1. Oh Java! by BadAnalogyGuy · · Score: 5, Funny

    Is the test where we have to decide whether to install Java?

    Because I pass.

  2. Re:Not random and not predictable? by jackhererUK · · Score: 5, Insightful

    It means it follows a recognisable pattern, that can be distinguished from random data after the fact but not predicted in advance.

  3. Re:Not random and not predictable? by colonelquesadilla · · Score: 5, Informative

    It's a chaotic system, but it has certain patterns that seem to repeat. The thing I noticed after looking at a few, is that the real ones are easily identifiable by the development of resistance and support levels, which technical traders use to find probable entry and exit points. Basically, the hypothesis is that a group X holds the stock, they tend to have some psychological barrier price in common at which they would sell, and another at which they would buy more, this selling and buying makes it difficult to break through those price points. When it approaches one of those points trading goes up, if something has changed to make the stock more attractive to another group, or to make it less attractive to the group of traders that tends to hold it, it will change hands, and the new investor group will have new barriers. So over any given time period you will notice a lot of closing stock prices at close to the same level, then a sudden jump, and new level it bounces between, etc.

    --
    It's either false dichotomies, or the terrorists win, you decide.
  4. Re:Not random and not predictable? by $RANDOMLUSER · · Score: 5, Funny

    Slashdotters!! If you had a goddam girlfriend, you'd know what "not random and not predictable" meant.

    --
    No folly is more costly than the folly of intolerant idealism. - Winston Churchill
  5. Economists ... by Anonymous Coward · · Score: 4, Informative

    Various economists argue that the efficiency of a market ought to be clearly evident in the returns it produces.

    The market is only efficient within a narrow range of economic activity. When economic activity exceeds the top and bottom ranges you get bubbles and panics - inefficient markets. We see them all the time.

    I really wish economists would stop assuming that for any given economic activity, the conditions and their subsequent results can be extrapolated across the board. That's why, whether it's the Chicago school or the Keynesians, they can point to data (a selected portion of economic activity) that supports their view, when in fact all schools of economics is correct in their little slice of economic activity and conditions.

    1. Re:Economists ... by Maxo-Texas · · Score: 4, Insightful

      The market is also inefficient when any participant with more resources uses some of those resources to change the rules of the market to favor that participant.

      For example, the same movie sells in china for 2.49 and in america for 19.99 (often with an english soundtrack for both). In an efficient market, the movie would be purchased there for 2.49 and sold here for 4.99 making a 100% profit for someone. But artificial rules restrict this.

      For example, drugs which are out of patent are sold in India and China for 10 cents a pill but for 33 cents a pill in the united states (example- metformin) and those in patent are sold for about 10 to 50 cents a pill in india and china and for 5.00 a pill in the united states. (and apparently viagra is much cheaper in canada than the u.s.). In an efficient market those pills would be purchased, imported, and resold. But artificial laws prevent this rational activity.

      For example, Microsoft absolutely slaughtered many competitors through illegal monopolistic behaviors (for which it lost many court cases years after the competitors were dead or crippled). In an efficient market, there would have been other options.

      --
      She was like chocolate when she drank... semi-sweet at first and then increasingly bitter.
    2. Re:Economists ... by cynical+kane · · Score: 4, Informative

      That's not market efficiency. In your example, the moviemakers would respond by making movies 19.99 globally, with the market failure of the Chinese not being able to afford movies.

      Price discrimination* is a key part of economic efficiency when a monopolistic competitor** has control over their market goods. If the competitor sets prices without discrimination, this causes inefficiency because buyers (the Chinese) and sellers (the moviemaker) never get to trade, and market efficiency is defined as maximizing trade within the market.

      * The market kind, not the racist kind.
      ** A monopolistic competitor refers to a competitor that has control over a narrow niche in a wide market, and is not the same as a monopoly.

  6. Re:Not random and not predictable? by pclminion · · Score: 4, Informative

    A chaotic system is one where arbitrarily small perturbations always lead to arbitrarily large divergence in phase space. What this means is that even though a system might be following a completely causal underlying law of behavior, it still cannot be predicted because it would require having infinitely accurate knowledge of the parameters.

    Because measuring apparatus always involves noise, and noise is of some finite value, this means that the arbitrarily small (yet IMPORTANT) perturbations cannot be resolved against the noise background. This places a very limited time window on your ability to make predictions.

    Basic examples of this are the Lorenz attractor, the chaotic pendulum, etc.

  7. Re:Not random and not predictable? by hibiki_r · · Score: 4, Interesting

    Traditionally, economists have claimed that stock variations were random, as explained in 'A random walk through Wall Street'. Now, further analysis indicates that the changes of value in stocks are not random at all: If they were, the last couple hundred years worth of financial data would be almost impossible, with extreme oscillations that would only happen once in a billion years in a random model occurring every couple of decades.

    Instead, what some have proposed is that stock oscillations instead follow power law distributions: It still makes it impossible to know what the market will do tomorrow, or next week, but it makes large oscillations a whole lot more common than in a random model. This makes many of the current models that are used to assess how risky a portfolio is into a pile of garbage. For that argument, you could read 'A not so random walk through Wall Street'

  8. People don't matter. People are just a host. by gestalt_n_pepper · · Score: 4, Interesting

    Seriously.

    Money is more accurately described as a kind of swarm intelligence. The meme of money is the fundamental self replicator. Admittedly the ecology is complex, (dollars, derivatives, bonds, et al.) but the fundamental rules are the same.

    Money want to reproduce. We (our collective cultural awareness) are merely hosts for money to exist.

    Usually, money is symbiotic, benefiting the host and itself. Occasionally, it turns into a pathology that harms its hosts (i.e. tulip manias, compulsive gambling/banking, stock market crashes).

    The delusion here is thinking that we can "control" the economy. The economy (our name for money's ecology), will always, to some degree, be out of control as long as the hosts are relatively free agents. We can garden (i.e. set up nice environments for money to replicate), but direct control is probably a pipe dream). Moreover, money replication isn't free. It takes real environmental resources to create and is therefore limited. Expanding the garden forever isn't an option. Sustaining a nice one probably is.

    --
    Please do not read this sig. Thank you.
  9. Viagra in Canada by Comboman · · Score: 5, Funny

    apparently viagra is much cheaper in canada than the u.s.

    That's a function of supply and demand. We virile Canadian men don't need Viagra, so that drives down the price.

    --
    Support Right To Repair Legislation.
    1. Re:Viagra in Canada by DeadDecoy · · Score: 3, Insightful

      Or, because of the large demand, the marginal costs of producing extra pills approaches 0, thereby allowing them to sell pills at a cheaper price and maintain their profit margins.

    2. Re:Viagra in Canada by Krahar · · Score: 3, Interesting

      Sorry man, clearly the stupendous demand from impotent Canadians is driving down the price through extremely-large-scale efficiencies in sales and production.

  10. Re:What do you mean pi? by Mister+Whirly · · Score: 3, Funny

    I believe he may have been referring to the film Pi, and not the number.

    --
    "But this one goes to 11!"
  11. Re:Not random and not predictable? by hazem · · Score: 4, Interesting

    There's a great example of this in a book called "The Origin of Wealth" by Eric Beinhocker (a great book, actually).

    In Chapter 8, he shows graphs of IBM's stock price over a period of time and a random walk. They look very similar and I think it would be hard to tell them apart. However the next set of graphs show "Changes in Stock Price" for IBM vs the random walk and the difference is stark. The real random walk had a very wide band of nearly uniform "fuzziness" about the origin. The real one, however, had a much narrower band of fuzziness with many large spikes in either direction.

    Here's a link on Google Books to those pages:
    http://books.google.com/books?id=eUoolrxSFy0C&lpg=PP1&dq=%22origin%20of%20wealth%22&pg=PA176#v=onepage&q=&f=false

  12. Re:What do you mean pi? by OeLeWaPpErKe · · Score: 5, Interesting

    Actually you can play games with pi's digits that would be rather hard. Say I'd give you 5 consecutive digits and ask you for the position in pi. Since there are infinite solutions to this question, it's not actually predictable (chance of guessing correct would approach 0 rather fast). Or I could give you 5 digits from pi (or any other number) and ask you to give the next number in the sequence. Again, this next number is totally not random, but not predictable in any way either.

    Not random, not predictable. Lots of questions about pi are like that.

    But this is not what is indicated in markets. Markets are unpredictable due to a chaotic component in their makeup : humans. Only if you were to predict the actions and thoughts of every participating human precisely over long time periods would you be able to predict markets. Presuming that the markets are influenced by real-world events, you'd also have to predict the real world. "Will Obama get reelected ?" is a question to which any serious market prediction system would have to know the answer, because it matters a lot. Same goes for "Will the football season of 2011 be more or less interesting than 2010", because these questions make a large difference.

    It's like the weather. The weather (and climate for that matter (second paragraph)), in mathematical terms, consists of a very large collection of mostly random effects. Due to the fact that effects grow over time until they dissipate, but that takes time, you have some amount of predictability in the short term (although sometimes such an effect can have an extreme short-term effect. There are places in the pacific which go from sunny and calm seas to hurricane in about 20 minutes, sometimes right on top of a ship). So in the short term weather "averages out" the different effects (meaning if you see a strong cloud front anywhere, it will start dissipating. If you see any kind of clearly defined features anywhere they will get "blurred" in the short term). But in even the middle term, never mind the long term, new effects will soon dominate whatever you're seeing at any particular time (new cloud fronts, new wind directions, obstacles in the movement of air, unexpected heat sources on the ground, or just the opposite, very cold layers of water that just appear out of nowhere). Since those new effects are the result of idiotically small events (the proverbial "butterfly flap"), the only way to predict weather patterns long term is to track every last human, every last butterfly, and so on. Obviously this is not just impractical, but impossible. So you could say that to even know what the weather (or temperature, or ...) is at any given time, you'd have to be God. If you're not omniscient, you only see a small, averaged and smeared out picture of the weather, no matter how precise the instruments you're using. To predict the weather (or climate) with any reasonable amount of certainty, you'd need a simulator that could simulate the entire universe, faster than the universe works. Generally, mathematicians joke that they'd simply use such a simulator to guess tomorrow's lotto numbers and retire to a pacific island, but the point of the joke is that any program that is capable of predicting any real-life chaotic system, such as climate (or even the path of the planets, which is in the long term nowhere near as constant as they seem), has to have the ability to calculate next week's lotto numbers.

    The problem is that tiny, seemingly absurdly unimportant variations today make a large difference tomorrow. Another illustration might be that wether you park your car in front of the house or behind it will generate a difference of 5 degrees celcius in the average worldwide temperature in 10 years. On the other hand huge, seemingly important things like the energy absorption rate of the ocean hardly make any difference at all (because whatever effect they have, no matter ho

  13. Re:Not random and not predictable? by u38cg · · Score: 5, Informative

    Yes, you are pretty ignorant, I'm afraid. Don't be ashamed, you're in the larger group. Happily, a dose of economics would sort you out a treat. To sort out your central misunderstanding, neither the amount of wealth or the amount of things that you can buy or the amount of work there is to be done is fixed. They relate to each other in rather complex ways, but the upshot is that we can all become richer - and if you don't believe me, ask your great-great-grandfather, or a Chinese factory worker saving up her wages to pay for an education.

    --
    [FUCK BETA]