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首页> 外文期刊>Journal of experimental psychology. Learning, memory, and cognition >Uncovering Contrast Categories in Categorization With a Probabilistic Threshold Model
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Uncovering Contrast Categories in Categorization With a Probabilistic Threshold Model

机译:使用概率阈值模型发现分类中的对比度类别

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A contrast category effect on categorization occurs when the decision to apply a category term to an entity not only involves a comparison between the entity and the target category but is also influenced by a comparison of the entity with 1 or more alternative categories from the same domain as the target. Establishing a contrast category effect on categorization in natural language categories has proven to be laborious, especially when the categories concerned are natural kinds situated at the superordinate level of abstraction. We conducted 3 studies with these categories to look for an influence on categorization of both similarity to the target category and similarity to a contrast category. The results are analyzed with a probabilistic threshold model that assumes categorization decisions arise from the placement of threshold criteria by individual categorizers along a single scale that holds the experimental stimuli. The stimuli's positions along the scale are shown to be influenced by similarity to both target and contrast. These findings suggest that the prevalence of contrast category effects on categorization might have been underestimated. Additional analyses demonstrate how the proposed model can be employed in future studies to systematically investigate the origins of contrast category effects on categorization.
机译:当将类别术语应用于实体的决定不仅涉及实体与目标类别之间的比较,而且受到实体与来自同一域的1个或多个替代类别的比较的影响时,就会发生对类别的对比类别影响。作为目标。在自然语言类别中建立对比类别效果对分类很费力,特别是当相关类别是位于抽象上位级别的自然类别时。我们针对这些类别进行了3项研究,以寻找对目标类别相似度和对比类别相似度的分类产生影响。使用概率阈值模型对结果进行分析,该模型假设分类决策是由单个分类器沿着保存实验刺激的单个标度通过阈值标准的放置而产生的。沿着标尺的刺激位置显示受目标和对比度相似性的影响。这些发现表明,对比度类别对分类的影响的发生率可能被低估了。额外的分析表明,所提出的模型如何可以在未来的研究中用于系统地研究对比度类别对分类的影响的起源。

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