沃森2-4-6任务中的假设生成:一种信息理论方法。

Paolo Cherubini, Elena Castelvecchio, Anna Maria Cherubini
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引用次数: 28

摘要

我们在沃森的2-4-6任务中探索了“发现的背景”,重点关注第一个假设是如何产生的。根据Oaksford和Chater (1994a)的说法,人们从可用的三元组中提取“共同特征”或规律来生成假设,但他们的模型并没有解释为什么某些规律比其他规律对假设的贡献更大。我们的猜想是,一些规律比其他规律对假设的贡献更大,因为人们估计感知到的规律中的信息量,并试图在他们最初的假设中保留尽可能多的信息。使用两个初始三元组的实验1表明,初始三元组中存在高信息关系规律比存在低信息对象规律更能影响初始假设中的信息。实验2将结果推广到只给出一个初始三元组的经典情况。它还表明,信息量是三重结构中唯一影响假设生成的方面。实验3证实了后一个发现:虽然关系通常分为一阶和高阶关系,后者对于产生假设最重要(Gentner, 1983),但高阶关系只有在它们的存在增加了信息时才会对Wason的2-4-6任务产生影响。在结论中,我们讨论了人类假设生成过程的统计合理性,并提出了一个悬而未决的问题:信息量解释了为什么某些规律优于其他规律,但仅在一组“非任意”规律中;存在信息内容丰富的对象规律,但被认为是“任意的”,不用于生成假设。哪个形式属性可以区分这两组规则?
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Generation of hypotheses in Wason's 2-4-6 task: an information theory approach.

We explored the "context of discovery" in Wason's 2-4-6 task, focusing on how the first hypothesis is generated. According to Oaksford and Chater (1994a) people generate hypotheses extracting "common features", or regularities, from the available triples, but their model does not explain why some regularities contribute to the hypothesis more than do other regularities. Our conjecture is that some regularities contribute to the hypothesis more than do other regularities because people estimate the amount of information in the perceived regularities and try to preserve as much information as possible in their initial hypotheses. Experiment 1, which used two initial triples, showed that the presence of high-information relational regularities in the initial triples affected the information in the initial hypotheses more than did the presence of low-information object regularities. Experiment 2 extended the results to the classic situation in which only one initial triple is given. It also suggested that amount of information is the only aspect of the structure of the triple that affects hypotheses generation. Experiment 3 confirmed the latter finding: Although relations are commonly distinguished between first-order and higher order relations, the latter being most important for generating hypotheses (Gentner, 1983), higher order relations do have an effect on Wason's 2-4-6 task only if their presence incre ases information. In the conclusion we discuss the statistical soundness of human hypotheses generation processes, and we ask an unanswered question: Amount of information explains why some regularities are preferred to others, but only within a set of "nonarbitrary" regularities; there are object regularities that are rich in information content, but are considered "arbitrary", and are not used in generating hypotheses. Which formal property can distinguish between these two sets of regularities?

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