工作记忆
范畴变量
认知心理学
心理学
空间记忆
计算机科学
认知
机器学习
神经科学
出处
期刊:NeuroImage
[Elsevier BV]
日期:2021-10-01
卷期号:240: 118366-118366
被引量:31
标识
DOI:10.1016/j.neuroimage.2021.118366
摘要
Previous research demonstrated that visual representations in working memory exhibit biases with respect to the categorical structure of the stimulus space. However, a majority of those studies used behavioral measures of working memory, and it is not clear whether the working memory representations per se are influenced by the categorical structure or whether the biases arise in decision or response processes during the report. Here, I applied a multivariate decoding technique to EEG data collected during working memory tasks to determine whether neural activity associated with the representations in working memory is categorically biased prior to the report. I found that the decoding of spatial working memory was biased away from the nearest cardinal location, consistent with the biases observed in the behavioral responses. In a follow-up experiment which was designed to prevent the use of a response preparation strategy, I found that the decoding still exhibited categorical biases. Together, these results provide neural evidence that working memory representations themselves are categorically biased, imposing important constraints on the models of working memory representations.
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