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Brain and Behavior in Decision-Making

机译:决策中的大脑和行为

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Speed-accuracy tradeoff (SAT) is an adaptive process balancing urgency and caution when making decisions. Computational cognitive theories, known as “evidence accumulation models”, have explained SATs via a manipulation of the amount of evidence necessary to trigger response selection. New light has been shed on these processes by single-cell recordings from monkeys who were adjusting their SAT settings. Those data have been interpreted as inconsistent with existing evidence accumulation theories, prompting the addition of new mechanisms to the models. We show that this interpretation was wrong, by demonstrating that the neural spiking data, and the behavioural data are consistent with existing evidence accumulation theories, without positing additional mechanisms. Our approach succeeds by using the neural data to provide constraints on the cognitive model. Open questions remain about the locus of the link between certain elements of the cognitive models and the neurophysiology, and about the relationship between activity in cortical neurons identified with decision-making vs. activity in downstream areas more closely linked with motor effectors.
机译:速度精度权衡(SAT)是一种自适应过程,可以在决策时紧迫性和谨慎性之间取得平衡。计算认知理论(称为“证据累积模型”)通过操纵触发响应选择所需的证据量来解释SAT。通过调整SAT设置的猴子的单细胞记录,为这些过程提供了新的思路。这些数据已被解释为与现有证据积累理论不一致,从而促使在模型中增加新的机制。通过证明神经峰值数据和行为数据与现有证据积累理论一致,而没有提出其他机制,我们证明了这种解释是错误的。我们的方法通过使用神经数据来提供对认知模型的约束而成功。关于认知模型某些要素与神经生理学之间联系的轨迹,以及通过决策确定的皮层神经元活动与下游与运动效应器更紧密联系的活动之间的关系,尚存在悬而未决的问题。

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