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The early emergence and puzzling decline of relational reasoning: Effects of knowledge and search on inferring abstract concepts

机译:关系推理的早期出现和令人困惑的下降:知识和搜索对推断抽象概念的影响

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We explore the developmental trajectory and underlying mechanisms of abstract relational reasoning. We describe a surprising developmental pattern: Younger learners are better than older ones at inferring abstract causal relations. Walker and Gopnik (2014) demonstrated that toddlers are able to infer that an effect was caused by a relation between two objects (whether they are the same or different), rather than by individual kinds of objects. While these findings are consistent with evidence that infants recognize same-different relations, they contrast with a large literature suggesting that older children tend to have difficulty inferring these relations. Why might this be? In Experiment 1a, we demonstrate that while younger children (18-30-month-olds) have no difficulty learning these relational concepts, older children (36-48-month-olds) fail to draw this abstract inference. Experiment 1b replicates the finding with 18-30-month-olds using a more demanding intervention task. Experiment 2 tests whether this difference in performance might be because older children have developed the general hypothesis that individual kinds of objects are causal - the high initial probability of this alternative hypothesis might override the data that favors the relational hypothesis. Providing additional information falsifying the alternative hypothesis improves older children's performance. Finally, Experiment 3 demonstrates that prompting for explanations during learning also improves performance, even without any additional information. These findings are discussed in light of recent computational and algorithmic theories of learning. (C) 2016 Elsevier B.V. All rights reserved.
机译:我们探索了抽象关系推理的发展轨迹和潜在机制。我们描述了一个令人惊讶的发展模式:年轻的学习者在推断抽象因果关系方面要胜过年长的学习者。 Walker和Gopnik(2014)证明,幼儿能够推断出一种影响是由两个物体之间的关系(无论它们是相同还是不同)引起的,而不是由各种物体引起的。虽然这些发现与婴儿认识到相同的关系的证据相符,但与大量文献表明,年龄较大的孩子往往难以推断这些关系的证据相吻合。为什么会这样呢?在实验1a中,我们证明了年龄较小的孩子(18-30月龄)在学习这些关系概念时没有困难,而年龄较大的孩子(36-48月龄)则没有得出这种抽象的推断。实验1b使用要求更高的干预任务与18-30个月大的人重复了这一发现。实验2检验了这种性能差异是否可能是因为年龄较大的孩子已经发展出一般的假设,即各种物体都是因果关系的-该替代假设的较高初始概率可能会覆盖支持关系假设的数据。提供更多的信息来伪造替代假设,可以改善大孩子的表现。最后,实验3证明即使在没有任何其他信息的情况下,在学习过程中提示解释也可以提高学习成绩。这些发现是根据最新的学习计算和算法理论进行讨论的。 (C)2016 Elsevier B.V.保留所有权利。

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