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将三方约束视为统计学习的一种限制进行研究。

Examining three-way binding as a constraint on statistical learning.

作者信息

Yim Hyungwook, Dennis Simon J, Sloutsky Vladimir M

机构信息

Melbourne School of Psychological Sciences, The University of Melbourne.

Department of Psychology, The Ohio State University.

出版信息

J Exp Psychol Learn Mem Cogn. 2021 Jan;47(1):75-86. doi: 10.1037/xlm0000807. Epub 2020 Jan 13.

Abstract

Models of statistical learning do not place constraints on the complexity of the memory structure that is formed during statistical learning, while empirical studies using the statistical learning task have only examined the formation of simple memory structures (e.g., two-way binding). On the contrary, the memory literature, using explicit memory tasks, has shown that people are able to form memory structures of different complexities and that more complex memory structures (e.g., three-way binding) are usually more difficult to form. We examined whether complex memory structures such as three-way bindings can be implicitly formed through statistical learning by utilizing manipulations that have been used in the paired-associate learning paradigm (e.g., AB/ABr condition). Through three experiments, we show that while simple two-way binding structures can be formed implicitly, three-way bindings can only be formed with explicit instructions. The results indicate that explicit attention may be a necessary component in forming three-way memory structures and suggest that existing models should place constraints on the representational structures that can be formed. (PsycInfo Database Record (c) 2021 APA, all rights reserved).

摘要

统计学习模型并未对统计学习过程中形成的记忆结构的复杂性施加限制,而使用统计学习任务的实证研究仅考察了简单记忆结构(例如双向联结)的形成。相反,使用显性记忆任务的记忆文献表明,人们能够形成不同复杂程度的记忆结构,而且更复杂的记忆结构(例如三向联结)通常更难形成。我们通过利用配对联想学习范式中使用的操作(例如AB/ABr条件),研究了诸如三向联结这样的复杂记忆结构是否可以通过统计学习被隐性地形成。通过三个实验,我们表明,虽然简单的双向联结结构可以被隐性地形成,但三向联结只有在有明确指令的情况下才能形成。结果表明,明确的注意力可能是形成三向记忆结构的必要组成部分,并表明现有模型应对可形成的表征结构施加限制。(《心理学文摘数据库记录》(c)2021美国心理学会,保留所有权利)

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