Value-based attention but not divisive normalization influences decisions with multiple alternatives

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 相对价值 人工智能 实验心理学 认知偏差
作者
Sebastian Gluth,Nadja Kern,Maria Kortmann,Cécile L. Vitali
出处
期刊:Nature Human Behaviour [Nature Portfolio]
卷期号:4 (6): 634-645 被引量:172
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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