Occam's Rattle: Children's Use of Simplicity and Probability to Constrain Inference

被引:58
作者
Bonawitz, Elizabeth Baraff [1 ]
Lombrozo, Tania [1 ]
机构
[1] Univ Calif Berkeley, Dept Psychol, Berkeley, CA 94708 USA
基金
美国国家科学基金会;
关键词
causal reasoning; explanation; inference to the best explanation; simplicity; parsimony; EXPLANATORY COHERENCE; FEATURE CENTRALITY; CAUSAL INFERENCES; PRESCHOOLERS; CONVERSATION; INFORMATION; BLOCKING; MIND;
D O I
10.1037/a0026471
中图分类号
B844 [发展心理学(人类心理学)];
学科分类号
040202 ;
摘要
A growing literature suggests that generating and evaluating explanations is a key mechanism for learning and inference, but little is known about how children generate and select competing explanations. This study investigates whether young children prefer explanations that are simple, where simplicity is quantified as the number of causes invoked in an explanation, and how this preference is reconciled with probability information. Both preschool-aged children and adults were asked to explain an event that could be generated by 1 or 2 causes, where the probabilities of the causes varied across conditions. In 2 experiments, it was found that children preferred explanations involving 1 cause over 2 but were also sensitive to the probability of competing explanations. Adults, in contrast, responded on the basis of probability alone. These data suggest that children employ a principle of parsimony like Occam's razor as an inductive constraint and that this constraint is employed when more reliable bases for inference are unavailable.
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页码:1156 / 1164
页数:9
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