Suppr超能文献

基于范畴的归纳不确定性:人们何时会跨范畴进行整合?

Uncertainty in category-based induction: when do people integrate across categories?

机构信息

Department of Psychology, New York University, New York, NY 10003, USA.

出版信息

J Exp Psychol Learn Mem Cogn. 2010 Mar;36(2):263-76. doi: 10.1037/a0018685.

Abstract

Two experiments investigated how people perform category-based induction for items that have uncertain categorization. Whereas normative considerations suggest that people should consider multiple relevant categories, much past research has argued that people focus on only the most likely category. A new method is introduced in which responses on individual trials can be classified as using single or multiple categories, an improvement on past methods that relied on null effects as evidence for single-category use. Experiment 1 found that people did use multiple categories when the most likely category gave an ambiguous induction but that few people did so when it gave an unambiguous induction. Experiment 2 suggested that the reluctance to use multiple categories arose from a cognitive shortcut, in which only one source of information is consulted. The experiments revealed significant individual differences, suggesting that use of multiple categories is one of a number of strategies that can be used rather than being the basis for most category-based induction.

摘要

两项实验研究了人们如何对具有不确定分类的项目进行基于类别​​的归纳。虽然规范考虑表明人们应该考虑多个相关类别,但过去的许多研究都认为人们只关注最有可能的类别。引入了一种新方法,其中可以将单个试验的响应分类为使用单个或多个类别,这比过去依赖于无效效应作为单一类别使用证据的方法有所改进。实验 1 发现,当最有可能的类别给出模糊归纳时,人们确实会使用多个类别,但当它给出明确归纳时,很少有人这样做。实验 2 表明,不愿意使用多个类别是由于认知捷径造成的,其中只咨询了一个信息源。这些实验揭示了显著的个体差异,表明使用多个类别是可以使用的多种策略之一,而不是大多数基于类别的归纳的基础。

相似文献

1
Uncertainty in category-based induction: when do people integrate across categories?
J Exp Psychol Learn Mem Cogn. 2010 Mar;36(2):263-76. doi: 10.1037/a0018685.
2
Influence of emotionally charged information on category-based induction.
PLoS One. 2013;8(1):e54286. doi: 10.1371/journal.pone.0054286. Epub 2013 Jan 23.
3
Feature-based versus category-based induction with uncertain categories.
J Exp Psychol Learn Mem Cogn. 2012 May;38(3):576-95. doi: 10.1037/a0026038. Epub 2011 Nov 7.
4
Eyetracking reveals multiple-category use in induction.
J Exp Psychol Learn Mem Cogn. 2016 Jul;42(7):1050-67. doi: 10.1037/xlm0000222. Epub 2016 Jan 4.
5
Noncategorical approaches to feature prediction with uncertain categories.
Mem Cognit. 2011 Feb;39(2):304-18. doi: 10.3758/s13421-010-0009-4.
6
Induction with uncertain categories: When do people consider the category alternatives?
Mem Cognit. 2009 Sep;37(6):730-43. doi: 10.3758/MC.37.6.730.
7
Response processes in information-integration category learning.
Neurobiol Learn Mem. 2008 Sep;90(2):330-8. doi: 10.1016/j.nlm.2008.04.015. Epub 2008 Jun 11.
9
Classifying partial exemplars: seeing less and learning more.
J Exp Psychol Learn Mem Cogn. 2009 Sep;35(5):1374-80. doi: 10.1037/a0016568.
10
Comparison processes in category learning: from theory to behavior.
Brain Res. 2008 Aug 15;1225:102-18. doi: 10.1016/j.brainres.2008.04.079. Epub 2008 May 13.

引用本文的文献

3
A comparative investigation of integral- and separable-dimension stimulus-sorting behavior.
Psychol Res. 2023 Sep;87(6):1917-1943. doi: 10.1007/s00426-022-01753-0. Epub 2022 Nov 25.
4
Premise typicality as feature inference decision-making in perceptual categories.
Mem Cognit. 2022 May;50(4):817-836. doi: 10.3758/s13421-021-01240-8. Epub 2021 Oct 8.
5
Feature inference with uncertain categorization: Re-assessing Anderson's rational model.
Psychon Bull Rev. 2018 Oct;25(5):1666-1681. doi: 10.3758/s13423-017-1372-y.
6
Hand classification of fMRI ICA noise components.
Neuroimage. 2017 Jul 1;154:188-205. doi: 10.1016/j.neuroimage.2016.12.036. Epub 2016 Dec 16.
7
The influence of label co-occurrence and semantic similarity on children's inductive generalization.
Front Psychol. 2015 Aug 17;6:1146. doi: 10.3389/fpsyg.2015.01146. eCollection 2015.
8
Decision making under uncertain categorization.
Front Psychol. 2014 Sep 11;5:991. doi: 10.3389/fpsyg.2014.00991. eCollection 2014.
9
The irrationality of categorical perception.
J Neurosci. 2013 Dec 4;33(49):19060-70. doi: 10.1523/JNEUROSCI.1263-13.2013.
10
Influence of emotionally charged information on category-based induction.
PLoS One. 2013;8(1):e54286. doi: 10.1371/journal.pone.0054286. Epub 2013 Jan 23.

本文引用的文献

1
Induction with uncertain categories: When do people consider the category alternatives?
Mem Cognit. 2009 Sep;37(6):730-43. doi: 10.3758/MC.37.6.730.
2
Influence of multiple categories on the prediction of unknown properties.
Mem Cognit. 2005 Apr;33(3):479-87. doi: 10.3758/bf03193065.
3
The two faces of typicality in category-based induction.
Cognition. 2005 Mar;95(2):175-200. doi: 10.1016/j.cognition.2004.01.009.
4
Object perception as Bayesian inference.
Annu Rev Psychol. 2004;55:271-304. doi: 10.1146/annurev.psych.55.090902.142005.
5
Generalization, similarity, and Bayesian inference.
Behav Brain Sci. 2001 Aug;24(4):629-40; discussion 652-791. doi: 10.1017/s0140525x01000061.
6
Background beliefs in Bayesian inference.
Mem Cognit. 2002 Mar;30(2):179-90. doi: 10.3758/bf03195279.
7
Properties of inductive reasoning.
Psychon Bull Rev. 2000 Dec;7(4):569-92. doi: 10.3758/bf03212996.
8
Category-based predictions: influence of uncertainty and feature associations.
J Exp Psychol Learn Mem Cogn. 1996 May;22(3):736-53.
9
Reason-based choice.
Cognition. 1993 Oct-Nov;49(1-2):11-36. doi: 10.1016/0010-0277(93)90034-s.
10
Predictions from uncertain categorizations.
Cogn Psychol. 1994 Oct;27(2):148-93. doi: 10.1006/cogp.1994.1015.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验