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Steven Pinker -- How the Mind Works - Hampshire High Italian ...

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Good Ideas 347tion designed to defeat human pattern detection. It is set up to lettraders quickly capitalize on, hence nullify, deviations from a randomwalk.O<strong>the</strong>r so-called fallacies may also be triggered by evolutionary noveltiesthat trick our probability calculators, ra<strong>the</strong>r than arising from cripplingdesign defects. "Probability" has many meanings. One is relativefrequency in <strong>the</strong> long run. "The probability that <strong>the</strong> penny will landheads is .5" would mean that in a hundred coin flips, fifty will be heads.Ano<strong>the</strong>r meaning is subjective confidence about <strong>the</strong> outcome of a singleevent. In this sense, "<strong>the</strong> probability that <strong>the</strong> penny will land heads is .5"would mean that on a scale of 0 to 1, your confidence that <strong>the</strong> next flipwill be heads is halfway between certainty that it will happen and certaintythat it won't.Numbers referring to <strong>the</strong> probability of a single event, which onlymake sense as estimates of subjective confidence, are commonplacenowadays: <strong>the</strong>re is a thirty percent chance of rain tomorrow; <strong>the</strong> Canadiensare favored to beat <strong>the</strong> Mighty Ducks tonight with odds of five tothree. But <strong>the</strong> mind may have evolved to think of probabilities as relativefrequencies in <strong>the</strong> long run, not as numbers expressing confidence in asingle event. The ma<strong>the</strong>matics of probability was invented only in <strong>the</strong> seventeenthcentury, and <strong>the</strong> use of proportions or percentages to express<strong>the</strong>m arose even later. (Percentages came in after <strong>the</strong> French Revolutionwith <strong>the</strong> rest of <strong>the</strong> metric system and were initially used for interest andtax rates.) Still more modern is <strong>the</strong> input to <strong>the</strong> formulas for probability:data ga<strong>the</strong>red by teams, recorded in writing, checked for errors, accumulatedin archives, and tallied and scaled to yield numbers. The closestequivalent for our ancestors would have been hearsay of unknown validity,transmitted with coarse labels like probably. Our ancestors' usableprobabilities must have come from <strong>the</strong>ir own experience, and that means<strong>the</strong>y were frequencies: over <strong>the</strong> years, five out of <strong>the</strong> eight people whocame down with a purple rash died <strong>the</strong> following day.Gigerenzer, Cosmides, Tooby, and <strong>the</strong> psychologist Klaus Fiedlernoticed that <strong>the</strong> medical decision problem and <strong>the</strong> Linda problem askfor single-event probabilities: how likely is that this patient is sick, howlikely is it that Linda is a bankteller. A probability instinct that worked inrelative frequencies might find <strong>the</strong> questions beyond its ken. There'sonly one Linda, and ei<strong>the</strong>r she is a bankteller or she isn't. "The probabilitythat she is a bankteller" is uncomputable. So <strong>the</strong>y gave people <strong>the</strong>vexing problems but stated <strong>the</strong>m in terms of frequencies, not single-

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