Farmer George D, Warren Paul A, Hahn Ulrike
Division of Neuroscience and Experimental Psychology, University of Manchester.
Department of Psychological Sciences, Birkbeck, University of London.
J Exp Psychol Gen. 2017 Jan;146(1):63-76. doi: 10.1037/xge0000245.
Humans possess a remarkable ability to discriminate structure from randomness in the environment. However, this ability appears to be systematically biased. This is nowhere more evident than in the Gambler's Fallacy (GF)-the mistaken belief that observing an increasingly long sequence of "heads" from an unbiased coin makes the occurrence of "tails" on the next trial ever more likely. Although the GF appears to provide evidence of "cognitive bias," a recent theoretical account (Hahn & Warren, 2009) has suggested the GF might be understandable if constraints on actual experience of random sources (such as attention and short term memory) are taken into account. Here we test this experiential account by exposing participants to 200 outcomes from a genuinely random (p = .5) Bernoulli process. All participants saw the same overall sequence; however, we manipulated experience across groups such that the sequence was divided into chunks of length 100, 10, or 5. Both before and after the exposure, participants (a) generated random sequences and (b) judged the randomness of presented sequences. In contrast to other accounts in the literature, the experiential account suggests that this manipulation will lead to systematic differences in postexposure behavior. Our data were strongly in line with this prediction and provide support for a general account of randomness perception in which biases are actually apt reflections of environmental statistics under experiential constraints. This suggests that deeper insight into human cognition may be gained if, instead of dismissing apparent biases as failings, we assume humans are rational under constraints. (PsycINFO Database Record
人类拥有一种非凡的能力,能够从环境中的随机性中辨别出结构。然而,这种能力似乎存在系统性偏差。这在赌徒谬误(GF)中表现得最为明显——即错误地认为,从不偏不倚的硬币中观察到越来越长的“正面”序列会使下一次试验出现“反面”的可能性越来越大。尽管赌徒谬误似乎提供了“认知偏差”的证据,但最近的一种理论解释(哈恩和沃伦,2009年)表明,如果考虑到对随机源实际体验的限制(如注意力和短期记忆),赌徒谬误可能是可以理解的。在这里,我们通过让参与者接触来自真正随机(p = 0.5)伯努利过程的200个结果来检验这种基于经验的解释。所有参与者看到的是相同的总体序列;然而,我们对不同组的体验进行了操控,使得序列被分成长度为100、10或5的块。在接触前后,参与者(a)生成随机序列,(b)判断所呈现序列的随机性。与文献中的其他解释不同,基于经验的解释表明,这种操控将导致接触后行为出现系统性差异。我们的数据与这一预测高度一致,并为随机性感知的一般解释提供了支持,即偏差实际上是在经验限制下对环境统计数据的恰当反映。这表明,如果我们不是将明显的偏差视为缺陷而不予理会,而是假设人类在限制条件下是理性的,那么可能会对人类认知有更深入的理解。(PsycINFO数据库记录)