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好的、坏的还是有用的?反馈相关负波(FRN)与长期学习成果关系的研究。

The good, the bad, or the useful? The examination of the relationship between the feedback-related negativity (FRN) and long-term learning outcomes.

机构信息

University of South Florida, USA.

出版信息

J Cogn Neurosci. 2013 Aug;25(8):1249-60. doi: 10.1162/jocn_a_00385. Epub 2013 Mar 14.

Abstract

According to the reinforcement learning account of the error-related negativity (ERN), the ERN is a manifestation of a signal generated in ACC as a consequence of a phasic decrease in the activity of the mesencephalic dopamine system occurring when the monitoring system evaluates events as worse than expected. This signal is also hypothesized to be used to modify behavior to ascertain that future events will have better outcomes. It is therefore expected that this signal be correlated with learning outcomes. We report a study designed to examine the extent to which the ERN is related to learning outcomes within a paired-associates learning task. The feedback-related negativity (FRN) elicited by stimuli that indicated to the participants whether their response was correct or not was examined both according the degree to which the associates were learned in the session and according to whether participants recalled the associations on the next day. The results of the spatio-temporal PCA indicate that, whereas the process giving rise to the negative feedback elicited a FRN whose amplitude was not correlated with long-term learning outcomes, positive feedback was associated with a FRN-like activity, which was correlated with the learning outcomes. Another ERP component that follows the FRN temporally and shares its spatial distribution was found associated with long-term learning outcomes. Our findings shed light on the functional significance of the feedback-related ERP components and are discussed within the framework of the reinforcement learning ERN hypothesis.

摘要

根据强化学习对错误相关负波(ERN)的解释,ERN 是一种在 ACC 中产生的信号,当监控系统将事件评估为不如预期时,中脑多巴胺系统的活动会出现阶段性下降,从而产生这种信号。该信号也被假设用于修改行为,以确定未来的事件将有更好的结果。因此,预计该信号与学习结果相关。我们报告了一项旨在研究 ERN 在配对联想学习任务中与学习结果的相关性的研究。根据参与者在会议中学习关联的程度以及参与者是否在第二天回忆起关联,检查了由指示参与者的反应是否正确的刺激引起的反馈相关负波(FRN)。时空 PCA 的结果表明,虽然引发负反馈的过程产生了一个 FRN,其幅度与长期学习结果无关,但正反馈与 FRN 样活动相关,与学习结果相关。还发现了一个在时间上紧随 FRN 并与其空间分布共享的另一个 ERP 成分与长期学习结果相关。我们的发现揭示了反馈相关 ERP 成分的功能意义,并在强化学习 ERN 假设的框架内进行了讨论。

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