规范化(社会学)
复制
认知心理学
价值(数学)
复制(统计)
认知
心理学
机制(生物学)
理性
计算机科学
机器学习
神经科学
统计
哲学
法学
社会学
政治学
认识论
数学
人类学
作者
Sebastian Gluth,Nadja Kern,Maria Kortmann,Cécile L. Vitali
标识
DOI:10.1038/s41562-020-0822-0
摘要
Violations of economic rationality principles in choices between three or more options are critical for understanding the neural and cognitive mechanisms of decision-making. A recent study reported that the relative choice accuracy between two options decreases as the value of a third (distractor) option increases and attributed this effect to divisive normalization of neural value representations. In two preregistered experiments, a direct replication and an eye-tracking experiment, we assessed the replicability of this effect and tested an alternative account that assumes value-based attention to mediate the distractor effect. Surprisingly, we could not replicate the distractor effect in our experiments. However, we found a dynamic influence of distractor value on fixations to distractors as predicted by the value-based attention theory. Computationally, we show that extending an established sequential sampling decision-making model by a value-based attention mechanism offers a comprehensive account of the interplay between value, attention, response times and decisions. Decisions between differently valued items can be influenced by irrelevant choices. Combining a replication and a new experiment, Gluth et al. find that effects of value on attention drive this behaviour, hitherto attributed to divisive normalization.
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